class: center, middle, inverse, title-slide #
bigstatsr
and
bigsnpr
: two R packages for efficient analysis of SNP arrays. ## BCM seminar – Vignette ### Florian Privé ### 2017/04/21 --- class: inverse, center, middle # Introduction --- ## Installation Install packages [**bigstatsr**](https://github.com/privefl/bigstatsr) and [**bigsnpr**](https://github.com/privefl/bigsnpr) from [Github](https://github.com/privefl): ```r devtools::install_github("privefl/bigsnpr") ``` ??? - Package bigsnpr is not finished yet. - There still are some dependencies that are not on CRAN. --- ## Description - bigstatsr: Statistics on `big.matrix` objects: - Linear predictive models - SVD / PCA - Nice plotting functions - Parallelization / apply - Matrix operations - bigsnpr: Special structure for SNP matrices and specific algorithms: - wrapper for calls to external software (PLINK and Beagle) - read (write) functions from (to) *bed*/*bim*/*fam* files - imputation - pruning / clumping ??? - bigstatsr can be used for any field - bigsnpr provides a special structure --- ## Object big.matrix - Pointer to a matrix stored on disk<sup>1</sup> with **simple** accessor - possibly much larger than your available RAM allowing computations on a laptop - Many types: - **`raw`** - `char` - `short` - **`integer`** - `float` - **`double`** - A special `big.matrix` called **`BM.code`** stores 256 arbitrary different values .footnote[(1) not only] ??? So matrices don't use RAM --- ## Data structure Based on *bed*/*bim*/*fam*<sup>1</sup> files: - A `BM.code` corresponding to the *bed* file, the genotype matrix - A `data.frame` containing SNP information (based on the *bim* file) - A `data.frame` containing sample information (based on the *fam* file) .footnote[ (1) preferred format of PLINK<sup>2</sup> (2) Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MAR, Bender D, Maller J, Sklar P, de Bakker PIW, Daly MJ & Sham PC (2007). PLINK: a toolset for whole-genome association and population-based linkage analysis. American Journal of Human Genetics, 81. ] --- class: center, middle, inverse # First example analysis: ## Why pruning is important? --- ### A standard pipeline for association studies - Quality control - Imputation - Statistical test - Use of Principal Component Analysis (PCA) to correct for confounding with population structure<sup>1</sup> (with pruning<sup>2</sup>) - Plot results .footnote[ [1] Price, Alkes L, Nick J Patterson, Robert M Plenge, Michael E Weinblatt, Nancy A Shadick, and David Reich. 2006. *Principal components analysis corrects for stratification in genome-wide association studies.* Nature Genetics 38 (8): 904–9. [2] Price, Alkes L., Michael E. Weale, Nick Patterson, Simon R. Myers, Anna C. Need, Kevin V. Shianna, Dongliang Ge, et al. 2008. *Long-Range LD Can Confound Genome Scans in Admixed Populations.* ] --- ## Pre-analysis ### Quality control (and conversion) with PLINK ```r library(bigsnpr) plink <- "../../plink_linux_x86_64/plink" prefix <- "../../POPRES_data/POPRES_allchr" bedfileQC <- snp_plinkQC(plink.path = plink, prefix.in = prefix, file.type = "--file", # ped/map geno = 0.05, mind = 0.05, maf = 0.05, hwe = 1e-10, autosome.only = TRUE) bedfileQC2 <- snp_plinkIBDQC(plink, bedfileQC, ncores = 11) ``` <!-- .footnote[If I'm not specifying computation times, it means that it only takes few seconds.] --> --- ### Read bed/bim/fam in bigSNP format ```r rdsfile <- snp_readBed(bedfileQC2, "popresQC") popres <- snp_attach(rdsfile) str(popres, max.level = 2, strict.width = "cut") ``` -- ``` ## List of 4 ## $ genotypes:Formal class 'BM.code.descriptor' [package "bigst".. ## $ fam :'data.frame': 1382 obs. of 6 variables: ## ..$ family.ID : chr [1:1382] "Croatia" "Serbia" "Czech" "Bo".. ## ..$ sample.ID : int [1:1382] 474 660 1890 1923 2083 2733 346.. ## ..$ paternal.ID: int [1:1382] 0 0 0 0 0 0 0 0 0 0 ... ## ..$ maternal.ID: int [1:1382] 0 0 0 0 0 0 0 0 0 0 ... ## ..$ sex : int [1:1382] 2 1 1 1 1 1 2 1 1 2 ... ## ..$ affection : int [1:1382] -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 ... ## $ map :'data.frame': 344614 obs. of 6 variables: ## ..$ chromosome : int [1:344614] 1 1 1 1 1 1 1 1 1 1 ... ## ..$ marker.ID : chr [1:344614] "SNP_A-1909444" "SNP_A-4303".. ## ..$ genetic.dist: int [1:344614] 0 0 0 0 0 0 0 0 0 0 ... ## ..$ physical.pos: int [1:344614] 742429 769185 775852 993492 .. ## ..$ allele1 : chr [1:344614] "C" "G" "T" "G" ... ## ..$ allele2 : chr [1:344614] "T" "A" "C" "A" ... ## $ savedIn : chr "backingfiles/popresQC.rds" ## - attr(*, "class")= chr "bigSNP" ``` ??? - backingfiles: ".rds" and ".bk" --- ### Some summaries (1/2) ```r G <- popres$genotypes # 1382 x 344614 (would take 3.5 Gb) ``` -- ```r big_counts(G, ind.col = 1:10) ``` ``` ## [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] ## 0 26 24 27 89 6 7 34 25 5 9 ## 1 429 302 393 561 183 220 403 276 138 156 ## 2 927 1056 962 732 1193 1155 945 1081 1239 1217 ## <NA> 0 0 0 0 0 0 0 0 0 0 ``` -- ```r big_counts(G, ind.row = 1:8, byrow = TRUE) ``` ``` ## [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] ## 0 28704 29045 29026 28557 29713 28808 28819 29252 ## 1 120643 120072 119984 120646 119213 119825 120396 121079 ## 2 195267 195497 195604 195411 195688 195981 195399 194283 ## <NA> 0 0 0 0 0 0 0 0 ``` --- ### Some summaries (2/2) ```r str(big_scale()(G)) ``` ``` ## 'data.frame': 344614 obs. of 2 variables: ## $ mean: num 1.65 1.75 1.68 1.47 1.86 ... ## $ sd : num 0.515 0.473 0.508 0.615 0.361 ... ``` -- ```r fNA <- function(x, ind) colSums(is.na(x[, ind])) guess.it <- big_apply(G, a.FUN = fNA, a.combine = 'c') rle(guess.it) # 'Run Length Encoding' ``` -- ``` ## Run Length Encoding ## lengths: int 344614 ## values : num 0 ``` --- ## SVD ```r obj.svd <- big_randomSVD(G, fun.scaling = snp_scaleBinom(), k = 10, ncores = 11) plot(obj.svd) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- ```r (p <- plot(obj.svd, type = "scores")) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- ### Get population ```r list.pops <- list( "SW Europe" = c("Portugal", "Spain"), "Italy" = "Italy", "SE Europe" = c("Greece", "Turkey", "Cyprus", "Macedonia"), "Anglo-Irish Isles" = c("United", "Scotland", "Ireland"), "FennoScandia" = c("?orway", "Finland", "Sweden", "Denmark"), "Western Europe" = c("France", "Swiss-French", "Swiss-German", "Swiss-Italian", "Belgium"), "Central Europe" = c("Germany", "Austria", "Poland", "?etherlands"), "Eastern Europe" = c("Czech", "Romania", "Bulgaria", "Hungary", "Albania", "Macedonia,", "Slovakia"), "Former Yugoslavia" = c("Croatia", "Serbia", "Bosnia", "Slovenia", "Kosovo"), "Former USSR" = c("Russian", "Ukraine", "Latvia") ) mat.pops <- cbind( unlist(list.pops, use.names = FALSE), rep(names(list.pops), times = sapply(list.pops, length)) ) ind.match <- match(popres$fam$family.ID, mat.pops[, 1]) Population <- mat.pops[ind.match, 2] ``` --- ```r library(ggplot2) p + aes(color = Population) ``` <img 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" style="display: block; margin: auto;" /> --- ```r plot(obj.svd, type = "loadings", loadings = 1:6, cols = 3, coeff = 0.6) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- ```r oneSNP <- attach.BM(G)[, which.max(abs(obj.svd$v[, 3]))] plot(obj.svd, type = "scores", scores = 3:4) + aes(color = as.factor(oneSNP)) + labs(color = "Genotype") ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- ```r plot(obj.svd, type = "scores", scores = 3:4) + aes(color = Population) ``` <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAvgAAAIKCAIAAADZGqymAAAACXBIWXMAAA6cAAAOnAEHlFPdAAAgAElEQVR4nOzdd1xT5/oA8OdkJ8ywBdmogICiIGrd1oHW0daqtc621tba3f7s0Nqitnbeam/t9V5b6+hwWy3VujcOnMhSBAHZyCZknPH742AISQgJhCTg8/3DT86b95zz5BiSJ+95B8EwDCCEEEIIdUUcaweAEEIIIdRRMNFBCCGEUJeFiQ5CCCGEuixMdBBCCCHUZWGigxBCCKEuCxMdhBBCCHVZmOggK2MY5vDhwwsXLhwxYoSvr69YLA4NDZ0wYcJbb72VnJxs7eg6K5Ikv/nmm9DQUJFI5OXlZbhyRkYG0QKpVDpkyJAlS5bcvn3bwBFUKtXWrVunT58eGBgokUhcXFxiYmJmzJixYcOGuro6I2Pev3+/+rxr1qwx9qUihJBhDELWU1hYOGLECAPvz5kzZ9bU1Fg7zM7niy++MP7PPD09vdUPCpFItHv3br27X7x4sUePHi3t6OPjc+zYMWNinjFjhnqvqKgok18zQgjpQzA4YSCyEplMFhsbm5aWBgBxcXFTpkzx9/e3t7cvKCi4e/fur7/+WlxcDAAjRow4evQol8u1drydSc+ePe/cuTN+/Pg333yzZ8+egYGBBipnZGSEhYUBwKZNmzTLaZrOz8+/ePHiwYMHAUAikdy6dUvrUKdOnZowYYJMJgOAxx57bPTo0V5eXqWlpXfu3Dl8+HBZWRkACIXCo0ePDhkyxEAMtbW1np6eDQ0N6pLU1NTw8HCTXzlCCGmxdqaFHl2rV68GAKFQmJiYqPusQqFYsWIF+y796aefLB9ep8bhcADgypUrxlRWt+i0VOHw4cM8Hg8A3nnnHc3ysrKybt26AUBgYODZs2e19qqpqVm+fDl75KCgIIVCYSCGrVu3sjVnzZrFPli2bJkxwSOEkGHYRwdZzfbt2wHg008/nTBhgu6zAoFgxYoVM2fOBAD1tyAyEk3TACCRSMxytDFjxrzzzjsAcPXqVc3yZcuWFRUVeXt7nzp16rHHHtPay8HBISEh4c033wSA7Ozso0ePGjjFb7/9BgACgWDt2rVSqRQA/vjjDwbbmxFC7YaJDrKaO3fuAMDw4cNbqkAQxNNPPw0AN2/etFxYSJ/Ro0cDgGaX5PLy8s2bNwPA999/7+vr29KO77//PkEQALBz586W6pSVlR0+fBgAJkyY4ObmNnnyZADIysq6cuWK+V4BQugRhYkOshq2vYFNd1oyduzYgwcP/vrrr1rlFEX973//Gzp0qIuLi1gsDgkJefnll1NTU/UehGGYvXv3TpkyxcvLSyAQeHh4jBkz5qeffiJJUrcyO+onIyNDoVC89957Xl5ezs7OmhVomt62bduoUaNcXV0lEkl4ePi8efOSkpL0Nj8wDHP69Onp06dHRkba29u7u7vHxsa+8cYbeXl5hi9Om18CGz/7OCwsTHOzPcRiMQBUV1erS3bv3i2Xy0NCQp588kkDO3p6en766aeLFi0yMPhr586dFEUBANuAx2a3APD777+3P3KE0KPOqjfO0CONbSRwd3c/dOiQSTtWVlbq3igBAC6Xu27dOq3KMpmspW/iAQMGlJaWatVnn0pNTZ06dSr72MnJSfNoEydO1Hu0F198UasbCkVRzz77rN7KPB7v77//NvL1mvQShEKhUChkn+Xz+eym4eO32keHYZh//etfABATE6MuYV/a//3f/xn5Kgxg/zft7Ozq6+sZhmloaLC3twcAHx8fiqLaf3yE0KMMEx1kNWfOnFF/YUdERCxbtuzUqVNyudzwXjRNjx8/nt1r7ty5v/zyy19//ZWQkODi4sIWnjhxQrP+ggUL1DnBV199lZiY+P3336t7BQ0dOpQkSc36bPmrr74KAK6urlOnTn399de1jiYWi998883ffvvtwIEDa9asCQoKYveaM2eO5qE+++wztnz69OmbN28+cuTI3r17ly1b5urqCgDOzs7l5eXGXChTX4L6VaSnpxtz/FYTnfz8fDbm559/Xl3Yq1cvANi5c6cxpzAgJyeHPfusWbPUheqh5qdOnWrn8RFCjzhMdJA1HThwQJ2gsEQi0eOPP7569eqkpCSapnV32b9/P1uT7ayqdufOHScnJwCIj49XF6o7eSxZskSpVKrLaZpet26d3uOoI3n11VdlMpnmU2xXXA8Pj+zsbM1yuVyubrnRnDMmOjoaAD7//HOtl3Dt2jW28l9//dXqJWrDS2DamuikN5eamvrPP/8kJCSwF5bH4924cUO9F5v6sPfs2uPzzz9nz37gwAF14Y4dO9jCl19+uZ3HRwg94jDRQVYmk8l+//336dOnu7u7Q3MhISFr167VunkxadIkAJgyZYruod566y22GUadIbENM4GBgXrHNo8aNQoAxo4dq1nInjo2Nlb3pslrr70GAL/++qvuoerq6jw9PQHgpZdeUhey919Onz6tW3/Tpk0//vijZt7Qkja8BKatiY4BIpFoy5YtmnuxMxulpKQYcwoDIiIiAEAqlWq+wNraWpFIxP5vaqZ3CCFkKkx0kK2gaTolJWXt2rVTp05lmxBYEyZMaGhoYOtQFMV2DdbbwaWioiIlJSUlJUWdo0RFRQHAV199pfeMf/75JwA4ODho5jTsSX/88Ufd+n379gWAwsJCvUebNm0aAISHh6tL4uLiAKB37967du3SahwyXhteAmPWRCc4OHjGjBkZGRlae7GDwNvZoqMeT/fiiy9qPTVlyhT2KeM7MyGEkC5eq7/kELIMgiAiIiIiIiJef/11pVJ59OjRVatWJSUl/f33319++eXHH38MAA8ePKiqqgKAnj176h5BKpWy375qubm5AMBO+6srNDQUAGpraysqKtzc3DSfYtMLLWxvEm9vbwOvory8XP343//+94gRI1JTU6dNm2Zvbz98+PCYmJgBAwYMGzaMbewxRptfQhswpsxb4+rqWllZWVBQ0J4zstPnAEBsbGxGRobmUzExMWwa98cff8THx7fnLAihR5q1My30iKqsrKysrNTtRauJoii2H66Liwt7N0o9Ft3IBhL29srVq1f1PltfX88e7c6dO+pCtiQ1NVW3Pp/Pb/UPSiQSae5SXFz89ttv+/v7a9YRCAQTJ068du1aB70ExtydkfViR6W9++67rdb817/+xeVyuVzu3r17NcspitK6Mno5ODi0uT0MIYRwHh1kHUFBQVKp9PTp0wbqcDgcdhWIiooKdt0r9VS/mg0nBrANJ4WFhXqfLSoqYh84ODjonlq3fvfu3QHg6tWr6S1TdzRmeXp6fvPNNzk5OXfu3Pn5559feeWViIgIpVKZmJjYr1+/f/75p+NeQkcbOXIkAOzatYudAseAM2fOUBRFUVRkZKRmeVJSEtteZVhtbe3ff//dnlARQo8yTHSQdQQEBABAUlKS4WrMw8YJgUAAAO7u7uwkMXqnGczNzV21atWqVavUaRDbYKB1T0SNbckQi8XsAKJWBQcHA4CDg0OoQbo7EgQREhKyYMGC9evXp6SkXLt27fHHH2cY5v3332/1pOZ9CWb05JNP8ni8e/fuqW8/6VVRUcGmKcHBwepx+Cz1jvv379f7O+yPP/5gK+DMgQihNsNEB1nHwIEDAWDNmjX37t0zUG3fvn0A4O/vz45C5/P5bA/f//3vf7qVt2zZsnz58s8//1zdl5ldMfvHH39UqVS69deuXctGwq5Y2So2idGdphkAqqurg4KC3NzcVq1apS7s06dPWFiY7uTFffv2TUhIAIC7d++2elLzvgQz8vX1ZRfgfOONN1rKwwBg+fLlcrkcAGbPnq05R7NKpWLHkLu5uaknRtIyadIktkErMTGxpqbGvPEjhB4VFr1RhtBDeXl5bNuMv7+/3gHYNE0nJiayDTkJCQnq8k2bNgEAQRBaHT5yc3PZnsjjxo1TF166dIl9n7/xxhsqlUrz4GyKADrDxdlCvb1bzp07BwASieT8+fOa5UqlUj3BXVpamrqcTeZ0l16nafq9994DgOHDh7d8hdr+Egy/Cl1t66PDMEx+fj7bA9rDw2P//v1a8x4plUp1kxXbc1nzWfXdqCVLlhg4xbx589hqWoPbEULISASD6wMjK9m8efPzzz/PrrPdp0+fYcOGBQUF2dnZ1dTUFBUVHT169MaNGwAQFhaWnJys7p2jUqkGDx6cnJwMAPPmzRs5cqS7u/vNmze/+eab8vJyPp9/8eJFdqY+1rx587Zs2QIAgwYNeuaZZ0JDQ7OzsxMTEw8ePAgAQ4cOPXHiBNvhl8W2OqSnp+u9CTVt2rTdu3fzeLxnn312yJAh/v7+WVlZ//3vf9lh0q+88sr69evVlT/77LOPPvoIAOLj4ydNmsTehMrNzd21a9fx48cBYNOmTfPnz2/1Qpn6Elp9FVoyMjLYUV1t+DQ4evToxIkTlUolAERFRcXHx/v6+qpUqqysrF27dpWUlAAAj8c7dOgQu+KH2pw5c7Zt2wYAly5dio2Nben4R44cGTt2LADEx8djTx2EUFtYO9NCj7QDBw5o9dvQMnjw4Pv372vtdf/+/fDwcN3KYrFYt/mkvr6enWNQl4G1rlpqC6mqqtK7zBYAzJ07V2sQmVKpZG886SIIYsWKFUZeJVNfQquvQkubW3RYp0+f9vHxael/0NvbW2tRDvYV2dnZAUCvXr30zn+tRpIkuxooj8crKytrW4QIoUcZJjrIyhQKxe+//z5v3rzQ0FBXV1c+n+/n5zd8+PAXXnghMTGxpTUdGxoavv7669jYWAcHB0dHx5iYmEWLFuXm5uqtTNP0rl27Jk6c6OHhwePxXF1dR40atXHjRs07QWqtpggqlWr9+vWDBg1ydHS0s7OLioqaNWvWpUuX9FYmSXLr1q2jRo0KCgoSCoVeXl5xcXFLlizRGg3eKpNegjGvQlM7Ex2GYWQy2fr16ydMmODt7S0QCMRisa+v79SpUzdu3Kie7FGTupfxqlWrWj04O+E1tDCLI0IIGYa3rhBCCCHUZeGoK4QQQgh1WZjoIIQQQqjLwkQHIYQQQl0WJjoIIYQQ6rIw0UEIIYRQl4WJDkIIIYS6LEx0EEIIIdRlWXohQDPavHnz0aNHrR0FQgghQ8LCwj788ENrR4EeXZZOdCZPnqy3fP/+/QCQmJi4YcMGzfK4uDh2tSBdFy9erKmpYdeyNhLDMAqFQiAQcDg23ZSlUql4PJ7mUs82SKlUEgTB5/OtHYgh7PICWutA2RqSJCmKYpc4tWVKpZJdY9Vm0TTNBmnjf+C2fyUBQKFQcLlcHq+93xFpaWlnzpwxS0gItY2lE53p06drlZw9e1b9PVRYWOjg4BAfH69+tnv37gaOZuoPBZqmKyoqHB0dbfxTpq6uTiKR2PiHdVVVFY/Hs7e3t3YghiiVSpqmRSKRtQMxRCaTyeVyFxcXawfSipqaGkdHR2tHYQhJklVVVc7Ozu3/eu5Qtn8lAaCiokIkEqkX022zDRs27Nu3zywhIdQ2lv44mD17tuZmVlbWvn371qxZw24WFhaGhIRo1UEIIYQQahtrthmQJLl27dqnn346JCSELSksLDTchIMQQgghZDxrNvDu2bOnoaFh2rRp7CZFUSUlJfn5+a+99lpRUZGXl1d8fPyECRO0uqqcPn06JycHAIqLi+3s7BoaGow/I7uCqVKppCjKfK/D/CiKksvlNt5Hh6ZpiqJMuv6Wp1783NqBGMKuQG7jVxIAaJq28SBpmgYAhUKhUqmsHYshtn8lAYBhGJIk2x8nSZJmiQehNrNaolNdXb179+6XX35Z3Zu1uLiYpumioqK5c+d6enpmZmZu2bJFqVQ++eSTmjueOXPm2LFjANDQ0BAQECCTyUw9tUKhMMtL6DjsR4y1o2gFm0B0ijiVSqW1ozCEzcPa8E62MIZhbPwXAksul1s7hFZ0iivJMIxKpWp/ymjjSSd6FFgt0dmxY4erq+vw4cPVJVKpdM2aNX5+fmz/1p49e9rZ2W3cuHHq1KmabRsfffQROw5r8eLFAoHA1dXV+JOynZEdHBywM3L7YWdkc8HOyObCdkZ2cnLCzsjtZ67OyGKx2CzxINRm1vkqlclkhw8fHjt2rOZ3uUQiCQ8P1/zijImJqaurq6iosEaMCCGEEOr0rJPonDp1iiTJkSNHahbm5OQkJydrlrB33O3s7CwaHEIIIYS6CuskOidOnIiIiHByctIszMjISEhISElJUZecPHnS39/fxu87IIQQQshmWeFOdn19fWZm5rPPPqtVPnLkyMTExNWrVz/xxBNubm6ZmZknTpxYvny55SNECCGEUNdghUTn5s2bDMOEh4drlYtEoq+//nrr1q0XLlwoLS319/dfsWJFdHS05SNECCGEUNdghURn0KBB7MpWukQi0cKFCy0cD0IIIYS6KpsewIwQQggh1B6Y6CCEEEKoy8JEByGEEEJdlk3PH4rQIy6rnkmpoQMkRLQT/iZBCKG2wEQHIRu1MpP8OKNxnaBp3tztMQKOTS/zihBCtgh/JiJki25U0+osBwB2FVJb8m19GUiEELJBmOggZIuSqxitkguVtFUiQQihTg0THYRskbfOwifdxXjjCiGETIaJDkK2aLQ7N8a56c/TX0I878e1YjwIIdRJYWdkhGyRgAPHHxOuzSavVNFBEuLNYJ63CFt0EELIZJjoIGSjHHiwrCf+hSKEULvgrSuEEEIIdVmY6CCEEEKoy8JEByGEEEJdFiY6CCGEEOqyMNFBCCGEUJeFiQ5CCCGEuixMdBBCCCHUZWGigxBCCKEuCxMdhBBCCHVZmOgghBBCqMvCRAchhBBCXRYmOgghhBDqsjDRQQghhFCXhYkOQgghhLosTHQQQggh1GVhooMQQgihLgsTHYQQQgh1WZjoIIQQQqjLwkQHIYQQQl0WJjoIIYQQ6rIw0UEIIYRQl8WzdgDtwjAMRVHG16dpmv3XpL0sj31dDMNYOxBDGIYx9fpbHk3Ttv/fzb4t2xxkfgOzNJ06U8G48eHtYO6c7u399VKlYv4sZmQUM8qN08ueUJd3iv9u6Dx/4NaOonVmidPGP8fQo6BzJzoURcnlcuPrs39yKpXKxj9lSJJUKBQEQbRe1XrYD0GTrr/lsf/RNv5RS5IkwzBtu5IkA1MucW7WAgAUyWHBdVJE05M82h5MloyYfI3Ia2C3qI29mZndGq8eTdM2/t/NJjoKhYLDsem2atu/kgDAMAxJku2PkyRJs8SDUJt17kSHx+PZ2dkZX5/9fBEKhQKBoOOiaj+GYSQSiY1/WKtUKlOvv+UplUqapkUikbUDMUQmk8nl8rZdyevV9M1ahWbJ76X8qf4CUVvfOwmpyryGpp8BL6YS84IlPAIAgKIoG//vZn8hiMViHs+mP9ls/0oCgEKh4PP5Eomkncfh8/lmiQehNrPpr1KELIN5UEYeTiQP7KEz06wdi2kadJom9xdT4gMNC64pFXRbDnirVnu3ezKbbg9DCCHDbPp3D0IWwNzPU37/NfuYOnuSNyae+3i8dUMyXh8nTpAdkV2vnYv8kkd1E6o+Czf5x3SQhHO7rln25Cu26VuoCCFkGLbooEcdefRQs80jB0GltFYwppJw4bf+gjAHPblIYklbmnQ+CW324+fzcL4QPyQQQp0ZtuigRx1T8UC7pLKS8PC0SjBtECflpI0SpdfR4ceaddYRcdt4tKzHRVvyyXoK4j24o91bS3MqFVBYD+5i8BC35XwIIdTBMNFBnRIDUKpg3AUEp933VYhu3kxxEWgch3B1a+9BLS7MnjPOg/tPadNdp+e6tynTAQi2Iz4NNe6eV+I92HO38fEIH5gT2rYzIoRQx8FWadT57Cig/A7LvQ7Jux+Wb8xt7+BV3rgnCFfXps3ps4HbxhTBun7tz3/Bn+sjInraE1/15r8W1ME/Y3Jrm7IcADhZAFdLO/aMCCFkOmzRQZ1Mei0zI7mxD02RnFl4XRXpyImTtj1lJ1xcBW++T6enMHI5J6QX4eauVUFFA98CvwhoBtrXPOUqIDb2teC8CdnV2iV3qqFfO+bwQQihDoCJDupkjpVrj6g+WEK1J9EBABAKOX36Q7USHJslCnkNzKLrqkOllJuAmOfHXRPO53XACCTeqSLnIwVQrYIgJ5jTC/wczH8OcyBUNPx1D7KqwJ4PY/y0rhUA6ClBCCFrw0QHdTK6U+GJuO3OPi4Uw84sqFKAkxCmBsIwH7b4mcvKS5U0AJQrmW+ySBc+8WFPc//JXC0T7LrX+Di7Gn5MgU/iQGh7984YEP+cBRkPW3GSiuH9GPC2g8L6xhI3EQzyslZ0CCHUEuyjgzqZeE+uv6RZZvNkt/alBQV18L9UqFIAAFQrYHMG5NQAQIGcYbMctT1FHbByiFa/ltIGPbeEbEFRPS+jeWBnC+G9fjDWD8JcYIQPvNsPnIVWCg4hhFqELTqok/ERETtiBEvTVKm1TE87YlUYX3PhybZIq9QuSXkAgY66PwIe6YnzqhV6ShwFMKOHNaJBCCFjYaKDOp8BUs6Jx8zXeCDQSWkEHADoJiIGu3DOVzQ16kzz7oA7Sv09IKm4adNDDEFO5j9L+/nq9BwKcbZGHAghZBq8dYUeeVFu4Np81c+HQ4d2xAqmeHEBwEtIfNiT925IB/wwiHZXPhNIO/EBAEKc4JVIW+ygAwD2/IY5QU2b4S4wzs960SCEkLGwRQc98qRCeCUSdmdBYT142cGTQepJfn1ExL64Dh9JRA7zqhvg7OIsbefw8o6m6ucqjukOubXgKABfe2uHgxBCRsFEByGAQEd4t5+VY7DtLKeRPR96u1g7CIQQMgHeukIIIYRQl4WJDkIIIYS6LEx0UJdA00xZCVNdZe04EEII2Rbso4M6PaYgX/XbZqa8FAA4ob35z80HAc5chxBCCABbdFCnxzDqLAcA6IxU8p/Eluqm1stevn33qVsZ/7pfqKDplqohhBDqMrBFB3VuTGWFOsth0VmZemverKvvk3ydfby3/MGJyuo/I8M6w0gnhBBCbYctOqhzI0Ri7RKxRG/NdQVFmpsHHlRkyBo6KiyEEEK2AVt0UCcnkXAi+9Ip19UFnNhBeisWKpRaJfcVijCJdp5kKxpIEHCh/QuztxnNwN/34FwRkAxEucK0EKtFghBC7YCJDur0+NOfI13d6dtphFDEiRvMjY7VW22Ao/3Bimbrd/a1t7NIgCYqqoef0tgV1GFUd3i2p3XmEvz7HuzNbnx8sgDqVPCcvxXCQAih9sFEB3V+AiEvfhLETzJc6/98ux+vrD5TXcNu/tQrxJ3P7/jgTMQwsD4FCusbN4/fB6kQJgRYIZILJc02k0uJ6b5WCAMhhNoHEx30qJBwOaeiIy/U1JYqVbEO9t5Cg4tYPZBDpRy87UFi2b+R0oamLId1o9w6iY5KZ1QayVghDIQQah9MdNAjhAAY5OjQSiWGgc0ZcKawcfP5cHisW0cH1oSnMz5At8Qyolzh+P2mzR7OjNgml1VHCCGDcNQVQs2dK27KcgDg5zR4ILfc2V1FEOzUrCTO03Jn1zQtBAY8PHVPZ3ixt3XCQAih9sEWHWRZ5XJIfQBcAvq4gYPBm0fWcqdSu+RuNbiKLBfAq5Gw/Q6kV4KYByO7wzCfliqqaMiqZ5z50E3UAb2VhVxYFAHzw4BiGu/f1WgPW0MIIduHiQ6yoBvlsO5G42MXESyJAv/WbiRZnr1O+uVg2T7LTkJ4KaLVWucr6LlXlXfrGQB4xpu7tb9A2BHts0K8XYUQ6tzw1hWyoN9uNz2ukMP2O9YLpWVaPXL8HKCHs55qDENnZ1FXLzOlJXqe7WAqGmZfacxyAGBnIfXZbZXlw0AIIduHLTrIUhpIKG8+E3FBnZVCMcjbDj4eAAdzoUIOgY4wMUBPd2CKUv38I53VmLfxxsRzH4837SwkCby2//Wl19E5smZjoI6V0Z+Gtvl4CCHUZWGigyxFzAMnIVQrmkrcbXVWYn8HeNnQzSPqwll1lgMA5JGDnKh+hId2r2GVqibz9r9rajIcHHr26rlEIHAGAKakmNzzB30vm7B34A4ayh09rg0BOvO1O+U46ZQghBACTHSQRU0JhC0ZTZtTg1qsWa+CGiV4SKy5BkLLmIJ8rRK6II/bPNEhSdk/R4ZUVaWwm/fu/RY//hKPEKu2bmTKSgGAqaslj/wNjk4Q0cfUAPzExFgPzuHSpqluXvTHzjQIIaSHpROdxMTEDRs2aJbExcV99NFH6s309PRNmzbl5eX5+fnNnz8/PDzcwhGiDjTcB7zt4Ho5cAgY6Ak+9nrq0AxszYTTBQAAbiKYFwbhLhYOs3XO2iEROiX59/eosxwAqK5Jv5e7PVg0ls1y1OjUm21IdABge4wgIZM8VkZLBbAkkPdkN0x0EEJID0snOoWFhQ4ODvHxTR0aunfvrn6cn5//0Ucf9e/f/7nnnrtx48ayZcvWrVunWQF1ej2c9fftVTt+vzHLAYByOfySDp/Ggdi2mh65cY/RVy8xlRXsJie4BydAu3Wqvj5Pp+QeiHUaqIg2Nlk584lvI6yzhEXDRbL+uJKuZQQhXIcnhVypLba6IYQQywqJTkhIyOzZs/U++9dff0VHR3/44YcEQTzxxBMrV65MTExctGiRhYNE1pRe0WzzgRzu1UKY1ErR6Ec4OfEXv0WdP81UVXK6+3EHPqabr7i49NMp6U94diM8vZiSYnUhJ7Jvh4drVoqbZPXWxhkU5VdJsoR2WyrB4ZsIIZtl6c+nwsJCAy0058+fHzduHEEQAEAQxNixY8+dO2fB6JCFKGgokLewcJJu442FV5syDuHoxBs/iT9zLnfICODpaVnx7jY+OGiBejMgYJZv9ynA5fLnLuT0DAUAwsmZN3Eqt/8AywVtDg2XSc1NsoBWFeisioUQQjbDol8hFEWVlJTk5+e/9tprRUVFXl5e8fHxEyZMYDMbkiSrq6uDgppuAQQFBVVXV1MUxeU29T/4888/U1NTASA3N8zph30AACAASURBVDcsLKyuzoQhygzDAIBcLlcqbXqOV5VKVV9fT7RwU4ObVsVLqQQeh4x1o/zsLBybGkVRDMOYdP0BgAFYfodYm8cBgEAxsz6MGSJtlvFw+0nFScUADAABALS/vUwKYOJZ1GiaZhiGJMnWq3aAyIh13X3m1dZmODj2kjrH1NXVAwCIxDBjblOlujqSJNtwJdtJ1pBXULCboho8PcZJpf2N2YUkybq6OlWDdrmsRsa1jYkCaJoGgIaGhpb+dmwEeyWtHUUrGIZRKpXsJW0PG/+wRY8CiyY6xcXFNE0XFRXNnTvX09MzMzNzy5YtSqXyySefBICqqioAcHBomirXycmJYZiamhqptOnOxd27dy9evAgANTU1NE2rVCbMk8YmOiRJ2vjnIE3TLX03i06Xivc3LrXIP11cNz9IFWGwy0uHYRjG1OsPANuKeWvzGtPWnAZiURqc6a9y4DblOqpAMfV8sOhUKVGrIoPs5eO9aYoEqu1BwsPvP6uwt4+yt48CAAMXig3P1CvZHlXVV86dH8M+zsj8PDLiX36+81rdi2EYlUpF9OBARtMPD0IKtDtJq2xiYXP1H7i1A2kFeyWtHUUr2vYHrsuKf30IsSya6Eil0jVr1vj5+dnb2wNAz5497ezsNm7cOHXqVHXmoZmCsB9bWn9pb7/99ttvvw0AixcvFggEmjlQq2iarqiosLe3FwhscpWlh+rq6iQSCYejc2ORATh5S7PA/kQZDA20XGQaqqqqeDwe+19pvNNZStBIW/LkxG3G8XFp81f6mBQeCwAALoCwfUGyP0kFt9OptBSCx+f0j+UEhrTvkOYnk8nkcrlJ7+R2unL1c83NrKwvoiJfJ4hWbmTX1NQ4OjrCWKiVKeqPqQCA58Vxek7I97CVAV8kSVZVVTk4OPDaMRmjBTReSdtWUVEhEokkEkk7jyMSWXCdOIT0sejHgUQi0RouHhMT891331VUVLi6urJ/+TU1NW5ubuyztbW1AGDJLwBb10BqL6xYoWihqo2S6Hwn2nXwtyRx6qjq+D/sjTDqchJ/9vOdrv+v2dXU3tbcbJAXNzQUSSQtrh7aDAEOTwrtJwsZGcNxsOmWUYQQAgt3Rs7JyUlOTtYsYVs17ezsAEAgEDg5Od27d0/9bG5urpOTE59vnTG0tkjCA4/mswn7mtagYnWzfZvl1hGOnH7OHfkmpGk4fpjNcljkyaMdeLpOwsmp2e8NsbibWNytpcp6EVzALAch1ClYNNHJyMhISEhISWmaRe3kyZP+/v7qts1BgwadOHGCvWPFMMyJEycGDx5syQg7gTkaCxq5ieDZntYLpS3GuHN2xApinDndxcRMH+5fcWZac5vW30eEket0na2uMsf5Orfovmuab37R6n0rhBDqpCx662rkyJGJiYmrV69+4okn3NzcMjMzT5w4sXz5cnWFiRMnvvvuu+vXr+/bt++1a9cuX7781VdfWTLCTiDcBb4dChmVwCOgtyuIbKV7hPGe8eY+422+sKsVsDUTrpWBPR/ivGB6iOYanITEjnFxg4ryppLufmY7daflIo1++qmi/Pw9JCnz8Z6g1cCDEEJdiUV/xolEoq+//nr06NEXLlz4+eef79+/v2LFiv79m4a2+vv7f/LJJ/n5+d9//31BQcEnn3zi7+9vyQg7BycBxHlCf4/OmOW0R3ERJF+ClBvQrJnmf6lwrQwAoE4Fx/Jhf47WXsyUpwnnxm5ehKs7b9JTlonWxolFXj17LA4PexezHNSJEDqEQmFkZORrr7324MEDa0UVGhra/pG8ZjkI0svSYxNEItHChQsNVOjdu/eaNWsMVECdQh0J5UrGV0yYa1HOa1cg6WzT4ylPgZMzQAMJ6ZXN6l0tg6eCm5UEBAveWEpnZwGfzwkKAezyhVBnJhQK+/ZtGk9QVVWVkZFx69atXbt23bp1y9XV1YqxGS83N1elUoWE2Nwg0C7Jpgdhos6IAXjnlupfd0kACJQQG/oKxri3t+FQpWzKcgCgrhYuXYAx443eXyLhRES1MwaEkC0ICAi4cOGCZklxcfHzzz9/8ODB5cuXr1+/3lqBmWTcuHGZmZlsh1TW3LlzS0tLDeyC2gwTHWRmP+dSbJYDADkyZuF15bURQim/XQ071dXaJY3raYp5EO4CaRrLY8V4tOdECKFOx8vLa+vWre7u7qdOnbJ2LG334YcfWjuELguHWiAzO1zWbBrjXBlzqbL1qVEL5ExqLa1soaKTk3aJ1OXho4W9G5MbRwGM9YNJ1pk+sXNgGLhYAr9mQuI9qMWJ+VHX4erq2q1bt5wc7S56CAEmOm1D384gt29T/b6ZTrlu7Vhsjr1OD2l7nqHmHDkNT19Sdv9HHndYlvDfe/m/34Wb5Vp1+AIY9JjGAR0gNu7hhqMAXom89s3ILxcP2hAX+KCti0U8EjamwX9vwfH7sOcurLoMlSbONkmB7JSq6id5zR8KshDn9Uc2pLi4uKioyM+v2ZhKhmF++eWXUaNGubq6du/ePT4+/p9//tGswPb/JUkyISHBz8/P0dFx2LBh//nPfzTvKLXUR5ggiNDQUN1yVl1d3fvvvx8TE+Po6Oji4hIdHb1mzRr1sl8EQWRmZsLDvtUtncjI+AHgwIEDQ4cOdXR0dHZ2Hjx48Pbt2424Zo8QvHVlMurqZXL7VvYxff0KL34Sd8QY64ZkU+b48n7Oa0o3Ih05MQanBPzstmpPEeWiIs+fSelV1wAAcBRgqDfMD9OsFh0DXt5QkA8CIfToBWKNeRN/yCGX3FQ9PBp5ZLCwp715ukAz5WVMRTnh2Y1wss6CYuZUUAcXips2y+VwJA+m9zD+AIodhCylMTeSnVW5LpXwffGXErK+7OzsBQsWMAwzbNgwzfL58+dv2bJFJBL1799fLpcfOXLk0KFDq1at+uijjzSrLVy4cPPmzRERES4uLufPnz9z5sz58+e3bNnS5njq6ur69u179+5df3//oUOH1tXVXbhw4YMPPsjOzv7vf/8LACtXrvzuu+8ePHiwcuVKA8cxMv4ffvjhjTfeGDRo0JQpU9LS0pKSkpKSkhQKxdy5c1s68qMGP6dMRjWfWpc6ewoYm1jR0EaMcOPsixMMduEESojZ3bl/DdQ/JSDNQJmCAYDjZTQAvJFd1JjlsM4Uwn3t5Z27eUNMHET1bZblyGlQZzkAkNfALM8wx3KJDEPu2a78aqXqpx+Vn31MHT9shmNaV5lcu6RUZzbFllHlNJXSLH2UncCbX8gKsrOzQzV4eXkFBwefPn3a29v788+bFnE7dOjQli1bwsLC0tPTz549m5ycfOHCBXd3908//TQrK0vzgH/++efZs2dv3rx5/fr1a9eu+fn5bd269dixY22OcM+ePXfv3p01a9bdu3cTExNPnTqVmprK5/N37NjBVli2bBm70tGyZcuWLVum9yDGx//ZZ58lJSWdOXNm69atycnJ7LDln3/+uc3xdz2Y6JiurkZzi6mtASV+4jczxYt7bqgwe4xoa3+Bn1hP48qGe2T3w3KPQ/KAI3IFAwDQLMthFdUbc67segYAwupkh5PSHhy8lHnsWvD1knbGDwD0rRvUxXPqTfKfv5iC/PYf1pp87LRLTFk/hKrWzuapSszvkRWoVKpMDSUlJb6+vvPmzbt69arm2PLvv/8eANatWxcQEMCWxMTELFu2TKVSbdiwQfOAy5cvV0/BHxkZ+d1337E7tjnCsLCw77//fuXKlVxu4438kJAQHx+fat1RFS0zPv6VK1fGxsayjwmCWLx4MQAUFxcDeghvXZmM8PFlbmc0bXp2A2E719h+tJx5QL98o7HRJVfG5MoYAEi3F2vX89b5YtYnQELYkdSflzJDZA+AoF3q7T5Lug0DJRDRruk06Lx72iX3crg+vu05ppW5i2FyYNOEir72MNaESaJ53to/ivgBj9Z8lchG9OrVKyMjo9VqmZmZQqFw1KhRmoUTJkx44403bt9utqjt5MmTNTefeOIJLpfL9qFpm9jYWDbzqKurS0tLu3bt2pEjRzSXcTSG8fGPHTtWc9PBwaGNcXddmOiYjDd5mmrTf5gH5QBASF14T8+0dkR60AycfkCXK5k4KcdXX5uKFR0s0e4w/Eog95qjT07xg8BqWWPRCB/wMaq9QcKFLZKqAO5RpUs5ABCUPb82lrhcctFPcKyy2oGAaS5S09arBAAAwr75hwUDRBf4+JgSBH3d4W41OAugjzuYMpkjR0wIpjHKXY278P259uNw6kVkuwoKCry8vDicZgm6j48PAOTl5WkWent7a27y+Xxvb+/c3FwDB2cMdleQyWQffvjh/v37c3JyuFxueHh4TEyMq6urSXM3Gx8/W4gMwETHZIS7h+Ct9+mcbKBpTkAgiHSaIqythoTHzykuVzWOi/kpWvC8nw39+BbqfL8OlHLnRgngsQFwqRQq5BDiBOEuevfVa3LhMYrfOFCL4dapHJKzarsPvHqTLfm6oOhE38ggsUhzlxPl9N4iikfAs925sfr6SnOiY4ikM0zjdD1AeHlxQnsbH5Lt8ncA/zZmbLx+jHO0vfIexbEnBEFcsK38GaFmfHx87t+/T9O0Zq5QVFQEOplBYWFhcHDTdOokSRYXF/v6Gmq+LSwsNPDsokWLtm3bNnny5G+//XbMmDF2dnYAEBoaalKiY3z8uHBEq7CPTpvwBZyeoZzQcBvMcgDg89sqdZYDAC9cU1Yobag7xVPdmr3r/CXEOA8OAICAC0O6weRAk7IcAKAfNPvtxXBr10qa1oXIUyg/zW3WveY/98hR5xTfZ5P/uksOOKXYW6RnSDrh6MR/6TXuwCGcHr24w0bxX3oNBAKTouqSOE6EqA9PEGyeLIdRQf1hZcW6hqr/yZUZODEAMqdevXopFIqTJ09qFv79998AoDUs/MCBA5qbBw8eVKlUWnXq65t1GTxy5IiBU+/du9fV1XXPnj1Tp05lsxyGYaqqqjooftQqTHS6oOQq7TlObtbYUKIT6cg5NEgwQMoBgJFunF2xAk9h+742Jdq9eX4LbJaUpNXLNDdXZpKam59kNNtUI1xceU9O57/4Km/iVO07WcgcqrfKa/crlbcp+Q2y4t8Nilv6/yMQaoMlS5YAwOuvv66+0ZOcnJyQkMDj8V566SXNmitXrkxKSmIfp6SkvPbaa+rdAcDd3R0A2GHhrCtXrixdutTAqV1cXOrq6tTrOTQ0NLzzzjslJSUAoGw+ckUmk+nZ38T4Uasw0emCfETaeUN3q3TTYRg69SZ18gidlqI1An+cB/fiMCEzRXz8MaHhWXaMwY0brLlJ942p4zbrPtJL0tTwVk9BobxZMDdrcO47K6BrGfnVZpmN7LQ55gVACAAAxo8fP2fOnNTU1NDQ0GHDhg0YMGDQoEFlZWUJCQk9e/bUrBkbGztkyJC+fftGR0dHR0fn5ubOmjVr/PjGtfTmz58PAG+//XZcXNzcuXOHDx8eFxe3aNEiA6eeP3++QqGIjIycNWvWU089FRwcfPTo0aioKAB48sknr127BgCOjo4AEB8fzx6/PfGjVmGi0wW9Fdys69Uz3twQO4snOjSt+ulH1ZaN5MEDqs3/U23a0HGzDXFjB/Gmz+YEhRDd/Xhj4sXTnl0V6K9+1lcoWBHQdLvdjgta0wkOdeWAkobCepBhi4Ll0HXa7we61obaHVFnRxDE5s2bf/7557i4uNTU1Pv3748ePfrw4cMffPCBVs0DBw4sXbqUpum7d+/GxcX98MMP27ZtU3d8eeGFF3799de4uLjMzMxdu3Y1NDT8+uuvCQkJXC5XPXpcy8cff/zll1+6ubnt27cvJydnwYIFly5d+vLLL728vM6dO8cO/F61alVISEhSUlJLd8GMjx+1ijDce9yWLV682NHRkZ0cyUg0TVdUVDg6Ogpsu79FXV2dRCLR6m9vkvRa5occslzJDHflvOjP43dAQltVVcXj8ezt9Y+Nom9cVf32i2YJf86LllxC/HRVzfGqKnuCmOEi9XVoFuSxMvrx840z/PqJiVP8qoDELKiUAxAwIQCeDtZ3vA4kk8nkcrmLi2k9kyyvpqaG/RlqHjSUrajXnIzHbiTf4elmMzXQNYzsjIqqZPgBHMkgPrTWpZ4kyaqqKmdnZx7PpodZmPlKdoyKigqRSCSRSNp5nA0bNuzbt+/gwYNmicq8QkNDtZYQR12STX8coDYLcyD+HWXN0b90qfZ0VUxJEVgw0Rnm7DjM2VGpVNK09p2p0e6covGiw6W0gAPxXIXTR6kAAGz32r/vQYAD9Mcl0DseB5xmi6p/lVMVDAAIQrj2E5v9/KCrmQffNlAPaABouACKm6T0FTEO9UIImQoTHdQmNJDnOaoMUAoaxLF88QCe1jcQ4ebOQLMywt2GsgcvITHXlwsAkFSj/Vx6JSY6liHoxXX7SKIqoDkigteNo/UWkp1WsVkOS5FGqe5R/EAbmigBIdQpYKKD2qL2TwV5jAMAFEMpMyimQSgZ0awBiRvVjz5/Rj2/MCcgiNPbcs05JpDo/AmI8Y/CcgghIQjSn7tQFdpNcdQDhh/Y8TEhhLoW/ExHpqOh/tjDATIEAIDsjEor0QEul//yG9S1ZKa0mPDsxu3bH1rouNeBSJq4V8sBBoKFLc4C3EsKnhIo0RjkOdDTMtHZFKakmNy3k86+Qzg5c4eN4g4ZYe2IgOfLhctk8xIcPIHMacuWLQYGeKMuAxMdZDJGpTNeRqavNx+Xy42JAwCKARkN7e3TaKqievj3TX6xDADA2w5e6wMe+mZ3FHHh7b6wNxtya8FNBE8EGLn0RJdCqlRbNjLlpQDAVFeRB/YQjk6cqGjrBiUZyldcJ5XZjRMJ2scLeJ6Y6CBzGjBggLVDQJaAiQ4yGSEk+H4cVV7TnQVBcAt3Hxh455ZqbTYJAI+5cH6KFvSyt1Rv0l/Sofjhb7XCetiaAe+08M3tJoaFXWJ5h7aiC+6zWY4alXLd6okOwQeXt8TKTIqqovl+XN1VRRFCyBj42YHawmm2iOPe+Jjvx3GYpn/99q+ySDbLAYBzFfS0y5ZaioKkIau6WUlaBeAYUuPZyIBbAgShXPFAPmY5CKE2wxYd1BY8b45gCUmU8+wcJLrjZdQOFDdbwOhWDZ1Vz/SwwOyFPA44CaFa0VTiJsKRyS3heHcn3NyZ8rKHBQw3oo81A0IIIfPB30mWoKDhjwLq27vk2QddaLUBLnB9gOfdYpYDALoTFfJbzTYUFOzNhlWX4ZtrcKW0tdotG9FsgV8Ypb0WcY5cnlxbJ6M65H+kQsm8l6oaelYxM1l5RWfpMZvD5/PnvMAJCAIAwtGJN/FJTt/+1o4JIYTMA1t0OlwNCUPPKG5W02xC8E4I7+ve1pnKj2KAQ1i0XWOGN/dUedPX/EApJ0DS2vl/SnuY3zCQVgEvR0Bsm4ZBTQoAFyF9sRg4wBnoDQO91M8oaHpm2u195Q8AwE8k3NAzeLyLtC2naIGKhvFJSvUC8tsLqJsjhZGONv2jgvDy5r/yJlAUcLlQIYcHcnAVWTsohDrcd99999Zbb0ml0uLiYjPOmE8QRHp6etuWGc/IyAgLCzMwX7ORBzcphlZP2rbD2gib/vDtGtbeJW/W0Or84pssMkNnlZ+OVqZgpl9W8vY3eByUL76pkluqieHlQN6XvfkBEsJdSEz34e4a0NrnSJ1KoxWHAAA4VdDGcxMEDPEmX4tQvhIOg7w087sv8wvYLAcA8uSKRbfv1lOU/oO0ycVK+nLzVpyNueY8fgeqI+HzZHjvHPzfOVh9GSrkFj4/A7CzkHr1pmp5uipX71A+hMzqjz/+AIDKyspjx45ZOxbUUTDR6XC3arXTilsWXy57wTXVzkIKAMqVzI855EdpFlommgB4L4SXM0ZUOl60PUagu6y6tnqdwOrMH+qpqmb9lPPkiht15pxLo0yny3Wpwtzf2TVKyKhsNv2PWWzNbOrEnV0DmzMAgAH4s5j6IE31n/ucap2ZBcxryU3V9MvK9TnkqttkwBF5mtYyn9VKeKCRe8kb6Lu3mYJ8W+k6jTqbe/fuXbx4ceHChRwOZ8eOHdYOx1i1tbW4gLlJ8NaVUVTVd6tS/kvJH0i6j3DsNQsIExJE3ZXDLdEbV4OMgsSSZi0Ke4uobyKsuRJWizzE4C6GsobGTQYg1Jw3lViufO3X7so35x/CAKn222OYq1l/UZwsgK0ZjY8HecEL4UCY4x3FgPZQtVsPgGJevKn6OY99/3D/W6g4N1ToKeyQN3CRnFmf02yGwDV3VFv6CQAA6lXwn1uQVgEA4O8AL0fSVbnk7t+ZqkoA4PgF8J9/BcT65klCjwKSpPNzgaY5fgGg89dtwPbt2wFg8eLFmZmZe/fu3bBhg42v98xqaSll1BJs0Wmdojwl+5eQiitfVqf+VPTPnOLjL9dT8EMO+W6q6tf7FNXaj8k3gnjBGpnNc925fZwsetk702AjgoAXe4P7w2+sCBeYav61xBd189LcHC116ikx53ekj4ho/HoGAIDnunNfCjBfIlXa0JTlAEBSMZwrMs+RCQBe8zeLkyC1nnmY5QAA3K1n/nWX1N7RTHJ07lVl1z8s+eNOY5YDALm18NMtdZYDAHTePfJwYgdFhWwc86BM+d0a1X/Wqv77vfLbz5hCE252b9++PSQkpE+fPlOnTq2urj5y5IjmswRB3LhxY+nSpd26dbOzsxs1alRGRobW7n379nV1dX3qqadKSkoIgtCqoFmzf//+Dg4OMTExbHZlPIIgbt269dJLL9nZ2cnlcrZEfaJ79+5Nnz7dw8PD0dFx1KhR169f19xXoVC89dZboaGhdnZ2w4cPT01NNfKkhg+rKT09PT4+XiqVenl5zZw5U/MKGH+QjoaJTusqrnypuVl963/xR3OW3FR9k0XOvqKcfFFJG8x1PIRE8nDhtxH8d0J4u2IFW/tb+heDmAuTvJpN6PeUtw2vjBjiBKsGwooB8MVgeCsaLhbD6mT49BLszQal/lt+SmWVUlll/BlGSZ2O9Ok90VU6yNHhA7/uu3uHmZYLZlXBt9fgwyT4MaWlm0dzfLmVE0Snhwizx4i29Re0tP5EW+TorEJ6x4TX3orHujXbHOh1p177zX27w3qYhTloX6Zo9U+C9ArNcianQJ3lsOh72R0UFbJx5L6dTFljxz6m4oFq9+9G7nj79u1r165Nnz6dIIgpU6YAgO7dq8WLF+fl5a1bt27t2rXZ2dnz589XP3XgwIFnn302Njb2s88+43K5I0aMaOlEO3funDlzZp8+fb755puoqKiZM2fu2rXLlJcIH3zwQXJy8vPPP89tvpAOwzATJ07Mzc198803P/nkE5VKNXXqVJpu+px8+umny8rKVq9e/emnn+bl5S1YsMCY07V6WLXc3NwBAwbY29t/8cUXixcvPnnyZFxcHJvrGH8QC8BbV61T1eZqldRX5YCosVXg7xLqRDk92t1QyujMJ94K7shLTdJAMiBqMX35OZq/5CZsL6A8hMR0b+6qMOvdt1IqodXGYR4H/BwAAI7fh18zGwvzaqFCDi+Ea1aUy0vOnZ9TVHwEALy7jR88eItI6K59NH0elzo/LnU2OXgAKKyHz680Pi6RQV4tLB+gZ2VQAGc+MdS1A1rTHHX+7xz1z9bYFlOCQMSDyyXAAMR4wDi/cLn2S+itk46Yi5RP/DuKv+RmY6+sUHtiea+HF1bY/L3NaL9kwsGxg6JCNo65n998Mw9UKmNuYLEtK8888wwABAUFRUVF7du3T6FQCIVN767g4OAtW7awj319fSdMmKB+KiEh4YMPPli9ejUAvPTSS1qNGZoSEhLef//9zz//nK3p4eGxcuXKadOmGf8aGxoaLl++zNVZLrCwsDAtLa2wsLBbt24AsHDhwldeeaW6uloqbbzjP2TIkF9++YV9HB0dPXbsWGNO1+ph1VavXr1gwYJ169axmwsWLIiIiFi2bNmuXbuMP4gFYKLTOpF7dEPBGc2SLEGzr9vbda0kOh2BvnuHvp4MJMUpceHcEAIA9JLC82HgpucujJuA+CNG8Ft/4FjvPhZ9J4Pct4spLyUcnbhj4rkDBre+z5nCZpvni2BOKAiaLvXFSy+zWQ4AFBYdunR58bAhO80ZtK5LJc02SxsgrQJiPDr2pJp6OIO/A+TWNpUM6QZXSmF/DlQqwM8BZvZghDL65jWGori9Iwkf7QmEDOEQEO8P8f7qgp728HYw79uHt6vCHIi3QzrwQ+PVQN5od+6ZB5SrgJjoyRWq/6sf6wa776qrEY8FcMUDqKuX1CXcIcM7Lipk0yQSkNWrtwgHR+AZ9RZV37diN6dOnZqQkPDPP/9MnjxZXWfevHnqx/7+/uoGCYVCceXKFXbEFgAQBDFnzhy93ZkbGhpu3bq1b98+dckLL7zw5ZdfqjMqzfSopTHbS5Ys0c1yAMDV1dXd3X3u3Lmvvvrq8OHDpVLptm3bNCvMmTNH/djHx8fIBpVWD6t2+vTp5cuXa76E2NjYc+fOmXQQC+jciQ5N0yqVCaNy2P9miqJM2sux3wf1eUeVFWnsZmrkDzW1TpoVwiSmhWFMnCRJEgZ6mN68Su/4lX1IAfDEvbkNIZBZyfznFrm0r4EjU4X3mewsEImJ3lHt7LzJMIwJ17+mmt64vnHHmmpy9x+UswsR2Er/G169SusSqOrlQPAfBkDl39+n+Wxp6WmlUkFodBUnSZJhGDP+73DrlVopLVWvoNt3fIqiAMCEIF+P4B6+T+TWMlIhPdYXKmS89SmNT6VXUN8fJuFk45GPHSKmzSLaN/vfml4w0Z17oZJxI5Qz/UViIM36ZtcWLIRgbwBggKJV6t5Bj3tzCIZzqRRIhunrSo33A24g4dUNsjIZoYgYMIgKDKFUKvZKsv/pHRhiu5n6wWUVpv2Bt6yj71Zwh44k9zZlGNzBw4zpm3/r1i22wwqH0+wPeuWv0QAAIABJREFUeseOHZqJjre3t97di4qKGIbx8WmalVTzsaaSkhKtZ7t3784wTFFRUUBAAACEhYWpn2rpfRscrP+jUiQSnTp16pNPPpkzZ059ff3QoUO/+OKLgQMHthq/Ya0eVi03N3f27NlahWyHbuMPYgGdO9FhGIYyZQYU9m1E07RJewHf2euppIb8I4yySug1yNM+aMAl5tLD4SmzvGGgE23WeVgaX5eBRIc42WzKB0qcxW0IBiCInBq6Ws7Yt9Bsm3SGOHSg8RQnjzDzF4HUpZVQlDTvRCEns4JSpdBwH8QCiIpmBg8DDodhGBOuf9ZtrRdDp6WAX4DhnTihTtxzTcOJ6e52lJgDTWdkREJPuUKziYVD0wxAU0g0TZv6JjGM6ekoOH5fs4c3GeTAtO/4pl1JABBxqMl+6i3+rmbtXhR5Q/PPmjmcSEcayn2NMdgJBjuBXE4JwIzX0jTUyG4wUt2FiAEAiHsM4h5r3KAoePidqvvNyrlTzUmtBBGPGuDOuJjvTl87WO06msLkj8oWDmKWYFrCHTiEsHegrl8BhuFERHH7xhizF3vf6u+//w4MDFQXzpo1688//5TL5SJR42yZLX0Ie3p6AkBRUZF69+LiYgM1CwoK1MlKQUGBuhxaTm408Vu+ExcWFrZ9+3aVSpWcnLxu3br4+PjCwkLxwx+xhn4tG2T4sGru7u47d+6Mi4trz0EsoHMnOlwuV/2ONAZN0/X19Xw+3/QxhCJx6NPqjXPD4c8iKkfGRDtxOuKmFUmSQqFQ66eGJkVpsz8qhqMAggKGBwBCiRhE+v5blQrFwywHAKCqknf6OG+GdjKu7aebcLWMtL9Oi3IBAGoAjhTxAbiPj5fL5cZff1ok0vphyBMKea3uOzMUKlWNw2187DmLIrRO5+8/PfP29+rNgICZWhWUSiVN0ya9SVoR6w1FCvgzGwBAKoRnQoS+berro4FtwGtHkM3eJwyvWS9dqKkWAQMiM3y4KJVKc17JDkCSpEwmEwgEPM2bFwdzYVcW+5B3IBdWDGjsAWY9tn8lAUAmk/F4vPbHyTPuRlJ7cCL6cExZnY1hmO3bt4eGho4fP14zFZg5c+bSpUsPHTo0depUw0cQi8Xh4eGbNm1KSEhgD6juyqNbs3fv3j/99NNnn33GlmzcuDEiIsIs3/dlZWV9+/a9deuWVCodNGhQcHCwp6dnVVVVOw9u/GH79ev3yy+/DBgwgL2MlZWVw4YNGz169HfffddBsbVN5050rIVHwNNWHbjECelJZ91WbxKUA5vlQJSr3o6xAKCxZGMjuqS1YckVcrhaBsBQombdsakrF7mPjzcpYCK4ByF1YSqbxs5wjWlmkPDgnWioVICKBneRbot0v+gveTy7vLydAODvPzMycrlJUbXR5EAY5wcVclpWTP69jdmTR3h48sZP4vSOssTZdUW5wYn76i0O6ULzmq4zIXUxS5bTWalodZbTaF82vI5Llj7Srl27dufOnU8++USrwWPatGlLly7dsWNHq4kOAKxYsWLGjBklJSX9+/c/duwY209F70/ojz/+eMaMGaWlpXFxcUlJSZs2bdq50zxdCd3c3BwdHceNG/fcc88xDLNjx47IyEgvL6/W9zTTYVesWBEbG5ufnx8fH19QULBjx46SkhJ2bFcHxdY2OLy8U+JNnka4uLKPCaEDjzsAnAQwxBte6N3SLur6TSVurQ1QqlECABA6Lc+m37Yn7B34s59vXDbSqxt/zotEd79W92okFYKHWO99dy5XFN338ymTs6ZMzurbZxWXY4a7Eqoc6sG3DcVL6h6skSnSWmi3F3IZO5LcuZW5nwcATGmJastGpiBff+WOFuUKM3uCkwAAoJsdd8rTmk/yJj1lnahshO4qFqUN+uqhRwh732rGjBla5UFBQTExMfv375fJWp9zfPr06Zs2bTp16tTy5cudnJzWr18PAK6u2h+zbM3ff//96tWrb7311vXr13fs2GHSkCsDCILYvXu3VCr95JNPPv30U3d393379rX5dlUbDhsdHX369Onq6ur3339/06ZNffr0OXv2LNu/u4NiaxvCxnvtGbB48WJHR8c1a9YYvwtN0xUVFY6OjjY+/WVdXZ1EIuFwOFAhh5QHAABRbiBt/i2uVNLZd4CiOEE9jOxWTB09RB75W70peOcjwsPgeplKGl45AQAqp3M0v1xdzO0Xy5sxp6qqisfjmWWOTrqeqTuoVGVTHAfCbrRA0NNsrWWm3rqiqpiKb2VURdMfhduHEp63nt8D1JVL5I5mgwi4o8fxxk5sQ5AymUwul7u4tNZfyjAGQE6CmAcATE01nZYCJMkJ6024GjXe3hg1NTWOjlYYxc3QqoaCM7SqXtxtEFfsZqAmSZJVVVXOzs5Nt0soBl463qxSjAe8EtlhwRrFWlfSJBUVFSKRSCKRtPM4GzZs2Ldv38GDB80Sle24c+eOt7e3nZ0du3nw4MFJkyapVCprfZcjA/DWlQ3LqISvrjZtvtev2XoIAgEntMX2G724j48nAoPprExCLOFEx7Q+9YiAA6/3gW2ZvOpo0iGZ5lUCAKdXGNe8jQQ0VP4oV91rbDtRpDa4vi3mB1nnzqAyndTMcgBAfoO099aXFut2sbTYXFj1KrhbDXwO9HAG3sMkjAA2ywEAwtGJO3CIhYLpYKSs+P6exxUPUgGA5+DrNeo/dgETWt2rCZeA+WHwS3rjpqsInjL/XNvoEfTss8/Onz9/yZIl7ObBgweHDRuGWY5twkTHehpIqFeBi0hrcpvdhdSHqZzbMkXWmcxmH8m/34ZP9XduNx4nuAcnuIcJO/Rxg57ORF4t324k40QDl0tI7NoZgxbVfVqd5bBkSaSTlRIdRvdWVQvZCydEe1E9TriJ7QTVCjiSD2UNfC+RYqDRk2ilV8DP6Y13ZLrZwTvR2k19XUvZ2aVslgMAZG1+8fGXgxfkAGHK22OoNwQ7QVoFiLjQz6OlTmwImWTBggXLli2TSCS9e/f+559/fvjhB3P1vEFmh3/z1kAzsC0TThUAAHiIYUE49GwcuXOxkp52WQlAcBkmuLK+2V7364BmrDDln5gHvaTQYWtmMTorHNE6yw5YjDBU+xtU2Fv/dyohdeG/sJjcv5spKyGkLtyxEzmtjZZvpkYJn12B8gYA4AM4XC+H5S5NzTMtYQB+SW/qd1JUDzvuwKIIE87b2chLLmtukrX5yupsgbMpyToAeNuBt5kTdPSIe+WVV+rq6latWlVWVhYZGbljx46nnnq0+8PZMEx0rOH4/cYsBwBKG+CnVEgYyE5yv6eosUmBIog79uIedRodJz0l1pzYuMPw/LS/3YXm66NjJKauFmQywtWN68aVLhLV7FZS5TTXmbB/QsAPaDEYTs9QwbsfGTnfvLZzRWyWw+Ldl0FaBUTp74CipOFWLS3kQJhKxSlv3rs2u1rvLkahaWh5CgMbwbP3UVakNyux69ZSZYaSq4pOyaoF9t2HcoTtHfaPkAEcDmfp0qVLly61diCodZjoWENqsxUKoVwOebXQwxkANNdC/yjUb0dyZtN2F+1bwJEQ0kWimh0KqpIBAPEAnmSYBZfioijVjm309SsAQLi68abPFkYGuUfymAaGEBuXVrYhywGASoV2SYVOCQAA3Kyhn7msZJfSHOwI57Sedm7LfSumIJ/ct4POyyWcpdyRY2ywQw+tqFaU3+RKPF36vyfLO6oul/Z9ncO3BwCmsIA8sIcuLiAcnXljJ3B6R6lqcvL3jlNV3akB4Dv4dRu3Tewz1HqvACFkKzDRsQbd1TcfTvE3yZP7TVbjukI7vV37De9zWlhtzweI8bD6LGcdRxjJc+vFI0tprgPBcbJoqxV18gib5QAA86Cc/GOL4N1lwOMZm+W0WYDO/2ag/r7h866q1AuGn6+B/X27T77eNGsOxAeYfGq5XLXtZ6biAQAwVZXk3v9n7zwDo6j2Nv6cme0tvZJKCiRAIIHQQYpIEexAVFCxoLSriApeEb0qYr1wQa9yRVAvogKC4sWCilQB6RBIQhLSezZ9+86c98NutmXTINR3f592zpyZOTO7O/PM//zLZuLt01nH9itKY862yn3PmBuLACi63xk+dV/D+c95Y4M8apJXwkMAqFZj+u866ylotaYv1gnnLao8/YypLtuyB1NjYfnvT0Q/5L7IogcPHv5f4RE614JhIU61IaNV6GZ1ILjFn1nXT/RKprFEj0QleW+Yr8K/rXjamwYigjDsGkyj8DnZjou0toZWlHWuEGYLaH0dn5EOgOmRSForsjEkGKeqcbzSsqQbGySNdCNk6030VL2TO/Tc+Ig7BnjhVBUkLIaF2ry7Og5fmGeRCPaW9NPXj9DhDLWlO+2pgJoufi8NGRx86zrHPjQ32/UUzp508eYx1mZxejUrcZPXxIMHD/+v8Aida0FvP8zrg18K0WhCvDfujnF0vnkskp3uxxGxTC683v0nrhrGbM6YwzFKIu3f1baWlil2Li+PMJ9/0fTRKtui8LE5THyCm36EYG4f5DegSqcPEOpUcHtUucD1ZL2FDIYEY0iXJhi9nnJpGSpPurT8cGrPQcGi93oLVbbbVcsCTJxZIA81a+zJvllZIOtx0/HgwYMnM/I1IyUQLw7Am0PwSII1p60z0mtZYeL6onGHseZfuqadxoavDdVv6/j6rnwsswOHOC4yMXEtU0h3CvOOb50Xt7XVO0qF1CA+sNV8hgKCp7vb30YIpc+GXG5iXyYi2uUcmT7XUUkEVuqa4bCcBHxSYJ532mhrId1jXfowCb19B7zg2OLdZ07notA9ePBwk+IROh6uKjoOH+SZ550xrco1azpQF5mro5pd9iccV803OSxePkxCb+HMx5jusSQ4hB12i3DmY25rTTjCGxs4XXVra10KQdCqCpjNlzPCd3sJ3+8tHOXPvKc5Wnv6zQc/W2Z861X+3JlL36NEIpzxqCUYnnj7CO6edv3MWwEQ+/WShY12bPlK+TiAjcWcuVniEpWX8PG5xD8QAFGqBHfex8T1VMZNC71zl6R7miJuWujEr/wHv3LVx+7hBmPv3r1TpkwJDw/38vJKSUn517/+ZTC4jwm4+hBCLPWzWlvbGldzkDcKnqmr/x/w4Ooo40Wu7SuugcctBwxH66xOJ+sLucMjxbI2h8RVuibsM5d3cQLi1kof04oy8y87aWU58Q8U3DaJhIbxxsbyX2c15nwLQBoyJGTCl0JVtMtWJDiEltsnUIiPLy6verOQwbMxgmfYQtOOrdaB1daYvlgnemEZ8btE/y3SLVw479nLDS/nKXRmyC8l6IxyemNdrkARyopbZEokTLcp39Ucf+eP9D0lCP7Ca95p8UDbAW3ZnJi4nqLnl0Kng8Re7VUaNlquSHYqAeHBQyusXr164cKFw4YNe/jhhwHs3bv3mWee+fXXX3fs2MF0RdqFpUuXPv300wEBXVaDxYU1a9ZcoT3ffHhuBzc/+hPmxm0Gro4CUN4tlo+9isHbznxfxtlUDoCzDfxXxdxjkW0pHTbQ9Y4jCLoaZkja2GDasNZSbp1WVZrKS4VPPV118iWLygGgKztU9vOMiGmu4d6CCVNMn/3Hvjjxji4ZD5913rUl5wJ7qULHyuXczb+/iB15ABAixyM9EdsJb5jGC99U7n/O3FQMwHfA4oBhruXqGJHKf8gbP0uM6wvtRr+7Q1hRy/F2rMqbBw8unDx58tlnn121atX8+fMtVhBK6cqVKxctWrRx48aHHnro8g+xfPnyGTNmXDmhY6s+4aFdPFNXNzlcFV+3Xm9ROQAatxuMWR2YMboyXGyRBDlX0455hvUm8nF2HybWj5HfdjUKsvIZ6RaVY4HW1vDppzX5Pzv20ZX9yRlqXTZkEnqLFi5hx45nx9wmevoFpm9Kl4yHsC3eSa6h0eJQuVXlACjT4JNz0HVseu58jWnrvtKf0iwqB0DNsbcbs90nzl/ZR/RAmFUE3x3Cru3bukD/tQjP7sdjv7NvHBcWtF932sNNhqmxoPbkqpoT7xnrstvvDQBYuXLl+PHjFyxYYJvrIYQ8/fTTgYGBltrmHm4mPELnJsdwwVXWGDKumdDpq3KdP+7n1f4vUHmnyPdvUsUkkSpN7L9EynpflUlovd6lobhWRwSu9gPCusnXR4JDBbfdLhg/mYSGddVwXCbXiI8vE9+zq3beac44uyhV65HX0P5W23Lx/kndoV9cmrVFv7vtrhLgy/4i4xSpYYp020BRgLiV731HHr6+gHoDAFLU5PXvbKhdvzsPNzHakr0X10dV7ltYtf/5vM/jmy7u6MhWf/7557x581waWZbNzc3dtGmTY2NGRsbEiRN9fHyCg4PT0tIc/WYIIadPn168eHFISIhcLh8zZoxtrUU/JSQkOAqp9PT02bNny+VyvV4PQK1WL1y4sFevXjKZLCAgYMqUKVlZWegiXFx8MjMzHd13Wg4GwDfffNO/f3+lUjlgwABHtZeVlUUI0Wg08+fP79mzp4+Pz/jx49PT0zt4la4HPELnJodp8Xgg164E5IQg9v4w+0TVlGD2vtAOOQ2J4lnFJJFsuPCK5/FrhkS7VlNaQbures5wbFHGT2cEsks+hK70QNnPDxbvmNx4dg3l2vGwJsEhwsfnMhGRRCZnYuKEMx5tv/h8x/itik/6w0C+1yX8rv+hvGMiuGVNruaWk/X87FOme/8yfpBnNjla6xqN2JkPgOVca04xjW39IoUM3MxYOfJLIQDHUmxMek1rfT3cfFTtf85xsXLfs+1uYjQa8/PzExLc5H1QKBReXl62xYKCgoEDByoUirfffnvu3Ll79uwZNGiQ41N87ty5hYWFq1ev/te//nXx4sVHHnnE0n7y5EkA27Zts3yw8OKLLx47duzRRx9lWZbn+VGjRq1du3b48OH//Oc/n3rqqdzc3LS0tM6d/GXgOBgAW7ZsSUtL69u37/vvv5+UlJSWlrZ1q9Up0NJh1KhRR44ceeKJJxYvXlxaWjpw4MCcnBxLh3av0jXH46Nz7eHNWt5Q30YFn8tBlMCyfgyntj9zJMnX7EsnwKb+oqei+LMNfIKSGe1//dbuKs8KerX73WsubrcsPh89ZS2N+HjAC5TT153+gDdrhYpw796zL3n/2qLfi7bdal3I2ympPO43ZXPbmzBxPZm4LrbiXNTQcX9aw0wym+gdR4xnRov7qNp7/xkUhD/tDtcIkVvSOh+p5Qfvs+5tWxn3Zw2/qX/zPGOlNSpeqkkS6cONEntsmqp6zKWfgJ6DvsWsmamL3dU9XM/oK445Lprqc6nZjfHVkbKyMo7jgoPbT0a1fPnyWbNmrV692rI4a9as3r17L1261CYCYmJivvjiC8vn8PDwSZMmWT7369cPQEJCQs+e9v+sTqc7evSoRTdUVVXJ5fJVq1bNnm29jdxxxx0DBw7swBlbaS3AitIOJeBwHAyA1157bcmSJStWrAAwe/bswMDA119//b777kOz0JFKpb///rtQKASwcOHCESNGLF++fMOGDejAVbrmeITOtYTy5so9C+rOfgxA5JsQMv6/ksD+XXsIRk58npI07jCaizk2gFHcLhIEX2Mz3kg/ZqRf62PgeT7rPK2vY8IiSFjEVRyXE7IC/gefwRsH94801BaKvbWMaKCYUEq1hb9y+hoAxrrsom1jI+8/Lgm8FC+c2lOrHRf1F7dwTeXIyKO5OZDL2cHDSUDgZZ8ELSreUVd3RqmMjYyYSoibP/vPla4mnB/K+faFTm8/zO6FHwtQb0SMCtPjIWQA/DPXSXN8Vcy9k0jDLEa4IKvpi+GlYfkrqoM+18uyhMYgv8oHxb0uo4ibhIWP2KVwGE1sEcnl4eZFHJBsqLJbTYSqqLZVDoDg4GCGYcrLy6OjXaMmXdi3b9/LL7/saJxITU09eNAegmCJ2LIQGRnJ822J7Pnz59uERUBAwOHDhy2f6+rqTp8+/cknn7Q9GBcyMjLa79Sxweh0uvT09O+++8629rHHHnvnnXcMBoNYLLZ0W7hwobC5rp9YLF60aNGyZcssi+1epWuOR+hcS2pPrrSoHADGmoyyn9KiZp4nTBdHRQlCGJ8nW01Jd31hMhrXrqFFBZYldtQ4wcQp12QgjBf5+wXub72EmVKr4HgjXGCoPKErO+TYrT79E8mYjy5h/2ZtuWvLti04Z3Wl5A7sET2zmIR0u4Q9N0P37LuruNjqr5CVtebWW/9gGddJopavfh3NxjgoGINcX4hL9a5bF+ubhY5CiHtj8G0uKITG4JAih5rPfS6vSsOjiXi/+TnHEO34YFGo6+xYB+GbqLmUZ7zI1Yns89AlBAx/u3j7bQ6L77S7iVgsjoqKOn/+fEuhs2DBgm+++SY3N1epVAIoKCiYMWOGSx+RyB4PERoa2vGhxsQ4afqioqJFixYdPnxYo9EkJSV1alcAHG1F7dLSzOM4mIqKCgDdutlvOGFhYZTSsrKyqKgoS7KGyMhIx81jY2MLCy2zxu1fpWuO5/98LdEUOEXxGOtyjOr01jpboMC2Mu7ZdNPb2eZKw/WUur8r4P7cZ1M5ALg9v9LKijb6XzlkI4TTSrhdR7hFufyLOfRYKcYlCjhdlUs3Tld5afuXBjtlZBYKY2wqx7rnvbvb3kOelj591nTPX8YV2W5SL5aW/WJTOQCqqg/l5W1suZPxga4+UlMuw+A30Nt1295Kh5ZJUViaiqmxGB8Bv2blPTESQ1qftKXQHjTVrNHVrNFpD5rcq7BEX/xzOB5NxEM9ze8P1Y66REuY7oi5commZrWu+nVt3To9PNNfNwjyiHHRD18IGLbCf+jyqBlnlXFTO7JVamrqqlWrXBp5nt+6dWt4eLhF5aDZ7kKdcUwq2KkEfTaLCABK6ejRo/39/b///vuqqqo//vhj6dKlHd9VZykpKWljMEFBQS59LJ8t7RaLTkFBgePmeXl5NmHU7lW65ngsOteSlq6sRND6y2hxE/6XX1igqZfItseH58vEH+Wb9w4TR8quS0cXCtTqIRdC3IkchXxZqetuykpIYFCHDqjVcLt+5C9mE5mcHT6a6Z3UidE2U1b+W27uelVxYMKxCUF64a0QDZVFYmCwbJQQBOKgAS79pd1uuYSjAPAf/Kq+/Iiu/DAAgSJcGfUCCpw0Lq1ry6M2X0tHHTAU6iiA7WXcznJuz3CxY12s+npXs3Z9vWsmHgCxcvLjYNGic6aMRhonJ2/1Eia1MW9FgXojVMLWkkcv6yHYr+ZtqZK+GiBSuNxgolXWIu1T41Crh1KENgu6Ne0yNv1gddM2ZnF8I1VMcPea6CXGsBAAMJtxSXmz+Xpa/197rJb+lFm7zyQbdc0yTnnoFCLvON8BSzq1ycKFC4cMGbJixYolS5bYxMo///nP8vLyJUvsu0pJSfnss88GDhxo6VNbWzty5MixY8e2FEluacNdpqysLDc3d8WKFTbfZ9tMVpfAMExxcbHN6rNxo5v3HBtSqbRXr16ffvrpm2++aWlZt25d7969pVIpmoXOypUrJ0+ebJFHBoPh3XffHTx4sKXzZV6lq4BH6FxLVAkzm/L+Z1uUhgwRebsW8bFSrccrRwBEArPQNELdkDqyb4GWfS/HvCbp+rsdZ9dh/Xmr/+mYMDwQ325dBQst60x1tPIUpebPP+HzLwKgAJ+XK5z1FNMzsVOjLizcuu/AVJkhcPgBa3wp0RvledlIU0HkDUAgCwqd+FXpT/db1irj07yT5nbqEDYYsXfEtIP6yuOcoZaqept0wC4nodO2f9InBWaLyrFwsIY/qOZv8beLBpWqh8smLVssTAxiJwaxJr5tyQH8VaH85gLqjPAS457uGO7GzO4lJIdHiv+s4WtNdKAPE9RaQDgAAvi2P52q229yWXQvdC4bU6GrTcyYy3mEzk3MoEGD3nrrrcWLF3/33XejRo0ihOzbt+/QoUOjR492TMT3yiuvpKamFhUVTZw4saSkZPPmzRUVFbNmzerIIUQi0eeffz5y5Eibh7IjQUFBQUFBDzzwwLRp00Qi0S+//LJ7924AmzZtmjp1qqO5pTU++OADt+2W8aekpDz55JMvvfSSUqncvn27bZqpNZYtWzZ9+vTKyspBgwYdOnRow4YNW7ZYE1xZhE5GRsawYcPS0tJMJtPGjRtzcnJs4ulyrtLVwSN0riXKuGnB4zS1p1ZzerU8fKz/sBUgrTxt/nJy6YjV6CdU1n7dzT9b087sVaMZh2t5lmCoLyPp1KREURNOVIIl6B+IkM44PRg4rDuH6ub3493FCJFjTIcyyrBDRvAnj9EatWWRSezTQX9kWl1pUTk2uGOHOyt0MjL/CSC4tp/rilPVtsy/yvi0uMiJBvVZgaJby/oPnYMwkqBUAFqtlvJ6wdQHzFuaBVZoN8HY8W1sWqJz4w3juBgaMiE0ZEJpmXVu1M93QPfotpK9WlWOkcMP+ThTDSGDYSEYFWaN2i7VYG26VbbUG7AhA90UVtuMMwzB8DY8zTsFhS3RpQWunnJqyvp1vQmTUbruk2mR88nDTcYLL7yQnJz89ttvf/bZZ0ajsUePHqtWrZo3b57NRRdAcnLyvn37Fi9evGTJEoVCMXTo0GXLlvXt26EiuM8999yaNWvWrVtXXe2mNB7Lstu3b1+wYMGcOXOioqKmTJly/vz56dOnz507d8KECb6+vu3uf8GCBW7bLULn888/nzNnzoIFC8LDw8ePH79+/Xppm2nEp02bxvP8O++88/XXX8fHx2/evNkScgXA4qOzc+fO9evXf/jhh2q1OjU19csvv4yLs+bguJyrdHXwCJ1rjFfiLK/EDihfrWsMrZ/RDKBPm7fjY3X81KPGfC0FECcnO4eI4+Qdu33/VYG1zQaG7RfxTL9OeIwWNtpVjoWz6g4KHaJUCec/xx85SBvqSXgkmzygg6YgqmuRI07f6SrfOl0ZAEpbeGc4R8EzYi9p6PDXG9abAAAgAElEQVR29mXgsKcEJU0IkmF0GGTt/9HYAYOZmHhakAe5gomJa7s+w0Af5vMiJyNEqrN/DCHM6FE7Cwu31NWnKxWxUVH3M0w7tpB6Ey34MDMpvVlS5zWAo7g1HBzF5hYJZ9PVboVOV0IgjGFNuU6nqfnVqEprPxMUr6Wa30zmYo71Z+RjhWx72ksYwYq6s8aL9mPJhnnMOTc/48aNGzduXNt9hg4dun//frerXGamevbs6diyfPny5cuXt9YZwJAhQ44dc4qN37lzZxv92zh0SxITE/fu3dvaJm43T0tLc5vIx6L8VCrVxx9/3Nrh2rhK1wMeoXODEO+Dn5x8wfb5qXoqyOK4tr7Bx0+Z8purLmRr6IIzpp+HdMzy/22O62LHhU5LpxxJJ9x0iFzOjrmt/X7OMCGhxMfXsWgDE+t+pqYN/PwHNWnyy31PaCQVcr2DY1D/Tvq3mnm8fRwFjdbFQ+VYmtqRi0B8fIlP+29yAGZHCX6q5P/XnN/vnV7CeEWLzJCEiYycHonpHdmhhsOYPfrj6c6xYAdKcWs4vruIs2rXDdqZ6Ooa5CMFdc5Cx1zRvpMwNaHmXzpziaUnZzjH+T0rZbzaVMwMfOZINL+bjHkc60VkY0SCUE+ghgcPQLPQuaHx/JlvEJL8MDnKtvTH+LgXR3ufHC3xF7V6+9aaaGatkx3oeF3HIklMvKtJpqipE0MNUyBS6dTSRlhNVyEUCqbPsDn0sCkD2RGjO7uP/snve3v10olr9vd5o8YnFwBC5Zif5Ho67XKq2q5yAJRp8EdxZwfjCqWo1KFSB0oBCAh+GCQ6eot420BR3jjJ87GX+8bybSlXUNci816ZBjvzcdg1Eh4Akq9UqUJHRC10fEeyQJmyuGaVAwCcmtcdMbXR3wKREsVkke8CqddDEmGY58bowYOVm0DoeCw6Nw53x2BcBKp0CJaNlrb5xRl5fJkpO1CmB34O9H6sX2ypRATAv4N+nEIGgVJbKlsAnXvSMwR/64utObhQB5UIt0Ug6fISpXTwsNGxoudfpupqyOVEdimZVGSybpMmnqyuPsxxOqX/YAgvdWqmZa2lrTlgCMZfav7DGj3+fdZaTypSiXlJlvDsAd7MgE5UDW+LIh1ViwQnvOUpdRp7q5liW64bE92ifrYEgFcURkUUE0VNP1kjqVg/Rj6+/R8x36LuFld/syVi8ODhqsGy7CeffNKRRNLXLR6hc0OhEELRAdeBb3NwwJqhf0Jl3Rcncm4dmgjg+bgOux3cH49/nQYAChAgLb5z4/QW4/FendukS2CYy0wozDDCwMARHe9Pmxq5X3/i83OJQsmOHMv0SABg4mRuLvTmbBohIAmdywlm5YtMe9XMgkZ8kYmFLTymL4/+3oRQfBvi16NJJzc7W/5cjIZ9/JDYjnLl6qjmJ6OpmLNUm78cA4nidpGoJ2vM5hglkaYIOlLsTBhlPRwl+CqE2RYCTkHvzTE/3V3Q7oSb2kjfvGA+UsuHScnzsYL+LTIDefDw/w1CyOOPP36tR3FZeITODUOTGZ8UmPO0tI+KPBLe5i37tJOT/9jqullBuDdadHtQRy2QVQleZxcnRl1oipJKmOSAjkQC3xDka+n2Mo6juDOE7ahfdhvwvGnDWlpcCICijM+5IHzyb9Sru/pHiRcbIOWs2QV5ImCoGQD35Y+CZTMhasuXllZW0NoaEhJKVM2VBSl1dZFJV4OncFcoTF2NizkAQUwsOhiYb2FCIPtlQ+X9Ge5iUEUs4rytY+jhg4ddSyEaePy3yJzZRHsrmQfDWIGJ1q7RWZxpTAW8/oQ54BUZG3DpikEUw4piOmE8Z0OJakyt+cDBbIX+eGDcId9k3kgPnzMV6+iqPm1pfSOPCYeMx5pneL8p4c6OFvdutyCGBw8erm88Qud6pUyDHfko1SBYhju7NwYrBu/Tn2+kFhPLl8Xc70PFbGtP6haPwPUpIog6+qj4vrrmrvQMAFAgRan4VRnSIf/Y657d1fzYg9Zknc+fM30/SHRHsNM14U+fMP/6E62qYLrHCe64p90KDLSsxKJy7Hs4dtgUHgmgXtRdywcJqJaDRMg3Ks1FAPimSj7nApPYp5XdUdPX/+VPWaMwBFPuYYePAgBCXMs5eYndqpzcHPzSHLRx9DAmTUFU97bPwIn7c9z54gDo5YvHe0FrbqxvYM4otP8yw6wR9xYo7hQxUmLgMWK/wZokkGJ9IfOTknVxGdYdNSsmXcV88MWF7JFVrBC9DViffWJQY+HT3e8C8HUJ935vYav/GuBwLX/M2Y/t00JuZW+P0PHg4cbG8x++HiGNJmb1GRyrRKkGJ6qw+vTWc5rzjRSwziPsreZblmO0k+qcSjg5oOMqx8hTq8oBAJxobFqW306mqStCrQHna5z8hDoMp6/Rluw11rlGRD+X7uSRush5kc/LMW36jFZVAOAvZpu+WAddO0enrh0o1elsEsTEyHVsgJFVElAAlG2koiqq1bY67ONHbCoHgPmHbbSqub7EMOcJr2HunbsPH3BaPNTZmnpadx67SX64Px4AZALTMWHjD0aumufqqPaAqWGjAcDXJZwtFTII9qv5k6Wuv0y+vWxPTpyoxLIj+Ns+vHsChY3t928Bv8+pesaT5Yd8zVoAFQaqbf1PA6CqRU2Vm6/KigcP/w/xWHSuRwTptU5xT2q91+kqeDnJl9w2Hh53RIOnOFQGjiLJD9PiOn7orBZP98MNl/KwuSx+zMe3udbPo7phZidq1zVk/rfsF2tmPGXcNL8xG2xq/mS908t6jobqOEibFSB/9pTjWqpW8/m5TELvNo7FdAt3biBMbLy4J8v6Eq7G/u2ImIuctJCTZoNwTHSrNhZakOfSwhfmsxaXozujoRBak0amBuHW8BZbg+dRX+/UUlsDSjuYhwgAEO+NIw6VxcIUeCEFcvtcj/m00770p83UQLObXEP5zvgxLum9RXEdnnjKrceHZ62fM2vx4VksS3UcgxW1Hjn1UArR06elcYvW1bq0ROpraxSyVG9G2eYNb5CP64vfLV2V/NCDBw/XjqstdDiO2759+9GjR/Py8nx9fceNG3fXXXfZotd27ty5du1ax/6DBg166aWXrvIgrzlE5/riGUVcW9qqScQS3BuDe2Na7dA6ISLXh0o38dUtQlvQaFc5APaUING3g5lszJpSm8oB0Ji9WRQ8RJH4lGWxrxdz2kHrRMuI1PH5a3S+wgTgnFv0OlpfR3z9IGy+IFKp8NGnzNu+sTxZ2dTB7JARYIj3LEnjdqPxIicMY6RBJ2jmT5a4bcHUB4lfAPR6SNz5PCm9XBqIsjnsiyEYF45xbvSNDYaBjw9qHR7xfv6dUTkA0uJRpcfFegAIkWN2LxeFQVtYfKgZvZSuv8OwCEY1XdzwjXWuTT5GKOnX4j5TqsG+EujM6OWH1CCbv7Pph3KnQ1brkFWHFOdQ9gNl2NBctytCiedTXPIxktAwWlLk2JIpC0xQks9S2vklh0nJ5ymih09Yg7weCmcfj/S8CnrwcMNztf/Ga9eu/fnnn4cMGTJr1qzS0tKvvvrKbDZPn27NaVZaWqpUKidOnGjrHxbWoYy6NxnmWKXLLTlpoN/oauaPautz+uFwdpT/FXnX9BcKHw0JWl9mf7N/NuySAoUumYv1ri3ZdR0UOvqKY64tpQdsQuedROH4Q3ZPl3d6NT9S6wxYf57J5jiHcHLi40ui7UqR++0n868/ASBeXuz4KWz/gZZ2pkei6IVltKoSSiWRKyyNwmjW99nmbOt0ON0fbvrrmE6o3XxW+s/c4kBj3aLaY7cP6cGmOhUwZwcM4n63V7Mn3cKZ7i0Kn/HQHTebS3g2gEgHComzKB12C/73nX1x+Ej3V6lVVCL8fQAqtDDzCJW3tJSwPaj5T3ujMJpl5GSqjP20kPm9yvrLnBzMTlIydQfs15n1bfFDza3Hm83f1IEy5DVgehyAnUfVo8+bXIW2SwiYzmxXOQAKG/FDnmVzG+TWCSi4aKt7X3XXzCO9FAlKRtAB2fdQOHtHsCS9gYZLyXVaLtdDF9FG4fF28w5fV9w0J3LluKpCp7a2dteuXWPGjHn66act301cXNwHH3wwbdo0y2JpaWlsbOyMGTOu5qiuQ/gIBb0/jnzV7GUyLU7Qw/u3ePxUyeVqaD8vZuSVtKivjY9JVSp+ra3zEQieDA1OVSqu3LHcoGrx2u3lPkyJVpRzJ4/CbGYSejEx8QBYmaseYqR2Y8BtgUzWWMm3ZRyluCOYsUfTrD+PczUMggSaPpw0mzJ6EhTMjpnAnz0FgYBJ7EML8y0qBwCtrzdv3sjt3A4fP8HY8UxiH7AsCW41IyL9KavkxMMa5REAY9WBTXVvPds9bZ8q5tdda8cEBDEO3sLE10/0/FJu325aW0vCwgUjx0Dg/PekqP1IZ8iw2pl0+02+z8qIw9WKiMSMWci/CEIQ3R2KTqY5BAACBLeaIEc0ngqMQv0xMwBRDOs1UwxAQLBriPiHCi6zkfZWkUlBbNN3Rsd8fQ1bDZIBAsYxcfPOfKf97irEHdHneeNfh+qHst4yrsJpbQ/nTEElGriQ75w2h1JmRx5XarDc24jCKzTYN6wzkVPeQjL8CpTT8nAdsmbNmiux26VLlz799NMBAVcjqaaFK3QiNw1XVegUFRXxPD9o0CCbAk1JSdHr9Wq12t/fH0BpaemAAQOu5pCuW+iYMDK8G6p18JNAKgDAEHQ8PvxyEBDyVGjwU6HO6aF4ntaoIZGQS3l+dobefgiVo7T5eeYvwWA3iar43GzTf6z/bW7/H5YYJUngAGnIEF3ZIVs3VaJT+od4BXnRJdmukcc5a+EIVted1XWHL8uP9zV9sc7SSLx9WlpWqEZj0prVX+70maWSxEbaV5h4HK1AraE2TLlSrCrQ0hV/vaXxOWJdKay83fzi3+mdeiL9IrD/qIxzjHNYFPEPZFIGcj9+z+3exWdlCCZMYeLt/kmGDM6mcgCYinndEZNshJMFRKVCUhdn2HFACO9HJPQBUDNlJMSYy5mKzcIolvUmdwazdzZ/S6Zi12lWcykvinf46da0SKhYo9+NRkqIgfVuEEYqzKUMNZmJhJ8cL3KRub4tVK+fBADfRBu/NxqzzNTImvQHibjOspI21Zu3fCl6/mXrNB6Fdp9Jd8REOYh7CxQTROQySlrxWspIiWueIQ83Do6FyruQ5cuXz5gx42oKnSt0IjcNV1XoxMbGrlmzJiTE/vp7/vx5kUikUqkAcBxXUVFRVFS0YMGCsrKy4ODgiRMnTpo0ycUut2HDhqNHjwK4cOFC37596+tbzHS0jsWOp9Vqde0F1FxbOI4zm82EECgBowbGazwepqxEuGMrUVcD4Hokmu+cSgUCjuN4nu/U9e8g5MlY8e5ytlTL+0sMo4N5Ro9610ej6MfvHV/SDb/v+jogRSoko2/5hjm30lT5FysPlfWab5J0N+l0BoMBrWHmXVxjeMoav9ti+83RulpzXq7LsyxDNuJP76kAsBPJ/fWJCU2Ep+BZ+ZpMtkwHwAcIjwxakdT9DeEJxw2poCLBePakeGADKzWYqzX19QA4jqOU1tfXk4Z68UerrD1Likyf/tsw+2/U33q7NBcQlzBJbZHOVK8lJiMIQwVX/L9sNputX7cehtUMX2y9KqL7KJtsN+HwSsYlyaBBXUn/qyYmaurtbe6hkoaIRc5FReolJlJv+Cm0bm5WgFYQrBUEM5SrVyEgFTqXHxgL6QA/0TF7YqGmYX5cfb1hHcPnWQ4qotIax8NTdXVDcRFVeQEwH2RMP1pXmkuM+iqD6N6O1UVxhs8hxh0MVYMoIBxF2SGd24n9Sl7H8DxvMBhMpvarZ7RNW/++LqK09Ke8/C8p5SIi7osIv/dKH87DDcdVjSmQyWSRkZEikdXanpmZuWbNmsmTJ1taysvLeZ4vKyubNm3am2++OX78+C+++OK7775rc5cerjyUCr/bQtTW9Hds1nl2/x8d2k4LXNIEMVUK9XeGa+b00E2N5P3dz1uReqfIGlbb9NJZ/QNnBUNP+9X0etV34k6vkZ8I/fq2fzABY45xslFRkZk0OD2EiN4qsygEOuOkWu1Sn5pJAyr0Qo4COHlcUrfqS/F7r0s//Nmiciw8UVDRp0Fbx7qm7VOz/gDG1l3geybW1rJlpQKD3vo3ZHJdQ+LZC/ZQfyYIrmt9GkVffy5+93XxO/8Qbv+GGFpYSlqB6LhL+2osmPbYVQ4A41ZCHY7MDnN66kuja5Xrzov3VIgOVsrXXhDvqdBP6sYH2t2xtTO7Q8CMUykqQ0xzBhXkKYwATvoaDPeZiLtZU11alC4tyjTAzzAisHFJby5USusJn0fOKfFKPPNCAlMrbLGZzDofZz7u1MydILRFga92oQ0wbGCoGgBoE4z/I9wFj1XnmpGbu373nkkX87/ML/h63/77zme821V7VqvVCxcu7NWrl0wmCwgImDJlSlZWlm1tfn7+tGnTAgMDVSrVmDFjTp2yhm1a3swTEhIcX9EzMjImTpzo4+MTHByclpaWmZlpW0UISU9Pnz17tlwu1+v1lpbTp08vXrw4JCRELpePGTPGsf8lQAhx3ENmZqbj2FoOAMA333zTv39/pVI5YMCAb775xtY5KyuLEKLRaObPn9+zZ08fH5/x48enp6c7Hq6Nk71WXJuYgoaGhk2bNv3888+33nrrzJkzLY0+Pj5vvfVWRESEQqEAEB8fL5fL161bd9dddzl+K7NmzZo1axaAuXPnCoVCLy/XWJU24Hm+pqZGJpPZxNb1SVNTk0wmY5jrIrSVVlcZa9WO7+jCwjy5l1ddXZ1AILB8WS4Y0s0NW4ycmmdURDFBJBt5GdMDrWAKDeez7E6pxWLvCoECQJ6WvF4o2ZJq/X6NRiPP8xK3UU42nAPN2Aqei1LRJrvnBxMYJJhyj/m3nzXZPfWm/gDEHI1oMLM8joRIQgzZXuZKAFR3ghcnMQZ7msFeDdq3ghYsa7DrwhPCsUWC6Hs1ObPH9/vtfI+CfGv74GGalAFyTixyeexKhELW9gtPRl2yXn/S2kXUnVWU7uAvWuvMsxnpIoVScN/9bZ0pgDNqbMpClQ5eYtwZjVvaSYroSENDg8X4WlOhA5zmpwrKZFXd2FRv4iUk8AL3GtUeNPGNVKzMZg9vM/o2EbOXQJNIOJVkT4Xkjji87odzNdCbEect85UA8AK+k0j/riiYGpvbQyb9R1REb6/Wa42N88Y4ALCoYLOO/8VPl5Zi/b9oJcO/vFBg68sOHq7y87d8Npo0LhJPJVUxnXQ61uea9XDSlII8sSq1rYTXLtiu5PVMTU2NWCyWyS63qJlY3Ikrcwmcy3gHDrenjMxViQnPX/5ueZ4fNWpUbm7uzJkzFyxYUFJS8u2336alpZ08eRIApfT2229XKBTPPPOMRCLZvn37XXfddfHiRYZhTp48mZycvG3btujoaMuuCgoKBg4cOGHChLfffru8vPzf//73oEGDjhw50rOndWL6xRdfLCkpefTRR20ByHPnzo2IiFi9enV9ff0bb7zxyCOPHD58+PJPqjVcBrBly5a0tLRZs2Y9+eSThw8fTktLY1n2vvvuQ3OBz1GjRgF44oknTCbTl19+OXDgwDNnzsTGxnbkZK8J10DoHDx48OOPP/b29l62bFlKSoqtXSaTJSYmOvYcMGDAqlWrampq/PyuRlVID+5poRKIROq2owWuhtZ+bH0M8A20YbNBEMJ0IpNKxxDcfqeposyWMWVR1B3UooZJh4u022iRKI9NHW3+43v74vjbSXikcNaTple0gH3n3ZrMSlPtJLXVVYgyRpPymIiXE5PVfzZTKT3mPaFUvGNu7RoZ6nfLR6/1elbCa1/ucfxYbnebygFw+KC8ZyKkcT1cRsL0dPhHEHg/KjFkcOZijg1kJInU8HKGY2dH5ecetR7/ak4XVG/AF5kIlqGHTztbtYD1clUGd2SaCgvMEVLyabLo1gCG9SXKKSJaUmRc/R8eAAMq0pvYRlHdKDQAjSaoROjr77KTZIX8p6REdB5BILOyh/2t4Fv/pCaBeMe5XURGmBED2FH28DNRD4HukP3rFkYynVU5gJu7JvEEoV87GhqyHBd1ulKO07FsW/coG63FK1FK1Wq1XC5ftWrV7NmzLY133HHHwIHWcMvS0tLz58+XlpZaPDGeeOKJOXPm1NfX+/j49OvXD0BCQoLt0b58+fJZs2atXr3asjhr1qzevXsvXbp069atzWPWHT161LFIeExMzBdffGH5HB4ePmnSpEs+kXYugbsBvPbaa0uWLFmxYgWA2bNnBwYGvv76645CRyqV/v7770KhEMDChQtHjBixfPnyDRs2dORkrwlX+w+6a9euDz744J577pk5c6ZL8fe8vDy1Wu3ojMzzPAC5/FIqUXvoKohCyfTsxWees7WwAwe30d+Y7eqLakg3d7nQIUEhomcWcxnnzEZTfGFUodj+tO50VHCcNwockiL6SdjbhpIeUXxGOgQCtt8AEtg8adTirhFqzHJp4YRlApM3gE3dAo55KwBIom+bJr/Vum+uakvlrZLC7AvY7rJhVSUiowKFDz1u/t92WqMm3j7shMkkLAJZtThSAZ4iOQB9/cWJrDiRBVqk+QHAtneRM10z6eGM2knoGI3cgT18SSHx8mFHjCY+7ot/yMaIdEfttqfvg0ihlAAo1NHHTxkv3iqxRKZzZ046bkVZLS+sZhTRbgLrLhMGJT4ERvu384t3j6rX+naTuP4SlPeI+Dre4tMtDGO8HrqUIm6iWJb1Yzi1XfJKkj1K55oRHDSmvMKeC9vHp18HVQ6AjIyM1lYFBATYjCh1dXWnT5/+5JNPbGv9/PwCAgIeeuihefPm3XLLLT4+Phs3bmxtV/v27Xv55ZcdZ3BSU1MPHrRnLp8/f77L0/Dhhx+2fY6MjLQ8Ci/tRDqC4wB0Ol16erqj08hjjz32zjvvGAwGsVhs6bZw4UKLygEgFosXLVq0bNkyy2K7J3tNuKr/z4aGhrVr1957772O36KNzMzMjz76aPny5X36WIsB7dmzJzIysp15Bw9XHuH9D5l/+5nPziRiCTNkONOvrcg4N2+3HUlgcglIZWxKKgs84m16Lcv+3H0pvpMzZXd1R2EjLtQBgJ8EjyaCIUx0DBPtmnFR3Eeg3Wu3B6i9WV9ZA1ycSpP84RdFo1UhYX4bdLS/N+mtYpZmmN68YAbwsuH9UEM2ABFcC0tZpgj4KP+msWKuSSCLHiqKTMVfFVjbPP+9vxTT43BbhHWRZdnkVO7kUcsSBdikFLRNyzpPji08b/r033z+RcsSd/KMIWIOUflIhwgFoU6zqMJwxv8lmXa/iW+ib/P0fQfTTIGW5mqptWCqydWLnjJmzHC1WnUJKb5Mcbld+YVLSWgLlQOAkRKfeVK+gVITZX2ZSwuYYmTEZ7akYZvBXMyzPkQ+SSSMvhrhkB7ckpr6wR97Jjc1XQSgkEcNHvifjm/b9nxKUVHRokWLDh8+rNFokpKSQkPtGcUkEsnevXtfffXVmTNnajSaESNGvP3224MHu38DLCgoaJkzxdF9IibG9VbjeKzLPxEXWpp5HAdQUVEBoFs3+6R2WFgYpbSsrCwqKkogEACIjIx03Dw2Nraw0FopqN2TvSZcVaFz6NAhk8nU2NjoIn6nTJni5eU1evTonTt3Ll++fPLkyf7+/llZWX/88cfLL798NUfowT0SqWDy3R3sK+pxtd93/9FT2NeL+bGCk7PkkQg22auTvk1SAV7oj9Im6DmEKSBu9aGlvFNMjbDMfYiTBAn3i4l5gPGt/zn2YScORVgEAUY7NC5PEL7eU6jnUbMj0xI3H4aPSvCUrUNgsMk/QGiszcz7wlobvOb0Sr/Uv/v/fIfTCH4uxLgI2+NZcPc0SCT8uTNgWbZff8G4duzbSPSFv8SpusgAe+YhPj/XpnIAQFtLz/6pNd6m+cPku1DqUj9cEMKopokBHP3TYKpyet0MElvHx/RI5A7uc1zFLJ6ECNcZqy7hvd7CMw18vtZ6B/8wSdiGhmFUBJ3UOLyGmkt5RkkEwQwAQTfGd4F7swGtquD2/E5r1SQ0jB09zpZG0sMVwkuVMHnS2arqg5RyAf7DhMKuyX9BKR09evRtt932/fff9+3bl2GYjIyMTZs22TokJCR88803JpPp2LFjq1evnjhxYmlpqVTq5lcREBCwZcuWQYMGtXYsm3XERhs5AC+fkpKSNgYQFBRk6WNTP5b+lnaLRaegoMDR7SQvL88mjNo92WvCVRU6paWlAHbt2uXSPmrUKC8vL4lE8t577/33v/89fPhwZWVlZGTkK6+8kpycfDVH6OHyYRTE+wlJ4zaDuYRn/YjidrEw7Ip7Vd8Twt4Tchlv1QTo1v4DiYjg9aDY634xpSDWo/kKn/yb+YdvaWkJ8Q8QjJ9MwiLcbssQyBi+vN7qO6zAmYHoV4RnBGHT/YMFMXFNhPio/1ruuIn66Jt5ulHrk+IMDJlUWXtfqRr1Bhg5uxQTiwV3TcVdUzt6mioR5vTB5hxk1SJSiTu7I8L+VKAtAp4ZWD2yNb8YRXPdP9ef7i74vcpuuXk8UqBqvqkwPRIFk+40//g9AOLjK7jzPhLRoQzXl0CcnJwdLdlZZqxt0k4Ml0cqutLEojtqrv/cqg7FSQKfxyRoZfe0tsb4XvOXmJvNZ2eJ5i9Ci8eYh65FIJCFBI/r2n2WlZXl5uauWLHCFu/i6A5cVVXVr1+/9PR0Hx+fIUOGxMTEBAUF1dXV2YSOo9UkJSXls88+GzhwoEW+1NbWjhw5cuzYsatWreraMbcGwzDFxcU2q08bs2wApFJpr169Pv300zfffNPSsm7dut69e1tOzSJ0Vq5cOXnyZIs8MhgM7777rs2adc1P1i1XVejYAqZaQyKRPPHEE1dtPB6uEMIwxvdvHZ0mv20mk7AAACAASURBVMHQcxAQIrBLN6Z7rOjpxW7rZ9aZzXqeD2422zbl7TTV200mSpweGPl1t7se0Wq1ej0F0LLi+uOpkjPiIAAbIgKXZRX9o6GmDYNTh4hS4QX3M1yMi0SjMFNrARbHGqUuTAlmfxsq/qTA3GTGhCDmSefiUOwtY9nho6imiShVnay81WkUAtwbwtTVmb3dTVpdMnwjtakcAIYzZs0ek3yse+3CHz/iuEjLS/ncC0zPXl04Hg9dyAcffOC2ff78+UFBQUFBQQ888MC0adNEItEvv/yye/duAJs2bZo6daq/v79KpRo/fvyDDz5IKd28eXOfPn2Cg61JM0Ui0eeffz5y5EiLE/Err7ySmppaVFQ0ceLEkpKSzZs3V1RUtP0o7MITAZCSkvLkk0++9NJLSqVy+/bttmmm1li2bNn06dMrKysHDRp06NChDRs2bNmyxbLKInQyMjKGDRuWlpZmMpk2btyYk5NjE09X4WQvAY8PnYfrHZ5ifaF5SylHQO4PYx8Kb+lp0iHKDfRCE42WkXDpJe2gWo/155FVCwBDQzCzJ0QOlirnp7iG4x7JzN5apQaQolRsSojvIZMa1E7ZJgCIA/sDIHpO9n0xLmSKfYL0zqG4F4Xxts+v9Qhf2jPwyhkHSECgzQADwMT3NJisMSbC8LZscmMDmLEBrc/BsyxRdSIHxPWGqcjVD9SUy6EVoUObmlxbGhvc9vRwPbBgwQK37Rbn3O3bty9YsGDOnDlRUVFTpkw5f/789OnT586dO2HCBF9f32+//XbhwoWvvvoqgJEjR27cuNE23/Tcc8+tWbNm3bp11dXVAJKTk/ft27d48eIlS5YoFIqhQ4cuW7asb98OZPnqihMB8Pnnn8+ZM2fBggXh4eHjx49fv3692yk2G9OmTeN5/p133vn666/j4+M3b95sCbkCYPHR2blz5/r16z/88EO1Wp2amvrll1/GxVnrzV2Fk70EPELnxiCriR6u5UMlZKw/06LY4k3OGxfMr2RaXYB/qeSqDMLnYjv9u30r2/zieetOFsUK3uvVMcFAKfaW4mgFAKj1qGrOB/hnGZRCTLPXktTzKNLRSCmxiJ+/5xVsrVKDAgQnGpseyLhwvH9fkbdrKQmhdywA0cZc9rQagH/t/dqYoyZRmWXtR8oVTYxTtpWKCC97kVuNCb8WoUyDUDluDXepNH5psLeMZfr0o6UlpkpV0zarMw0bwCjuuLKpUFzgdZQQkC41zNgxcMhvgIhFpLJl4dKWOFXpsrSo7C28juoOm/l6KoxmJEkCJiqaO7TfqXNkd3i4Lmk39HrIkCHHjjnVCd65c6ftc2Ji4i+//OJ2w+XLly9f7jQNPXTo0P3797vt3HIYLi09e/Zse6jtnkhiYuLevXtb28Tt5mlpaWlpaS3bLRYdlUr18ccft3a4Nk72WuEROjcA7+aYXzhnfUgP8WV+GyqW3axBHmYee0qQUw+lEGPCECIH8HG+Uxa9D/PMnRU6R+t4m8oB8H6OebQ/M06Uqy36jbASRcxdrMR9HDV25mP7RferTlfbhM7qi+anz1r3v66v8LEowa6aOsDu8Hqisalcr5UzApFXjLE+19IoCUxR9bgfOrNF5QAQmAKiLqxt8P6TMg0yTd+i3k7OxZEy0s1mi9KZseI4yporgh2txMuplzurBQAgvn7E108MBCRTYw7HSCDqKbicglCdgq+ndV/ojVkcAHFvgddMMSPvUrmTW4//pFvdsSOUeKYfvNqJBxGGMaJY1phjD+mSDrdeDr6Rqt/XcdVWk490sNDrwf5sbjb3l7XammDKPfbcBB483Piw7eawuC7xCJ3rnQIttakcAIdq+FW55r/H34xfHAU+TsdJa60J7C7Ga4NMIYoyvdMLR76W0k7GzBxUu84+FJ/7Ju/sg5bPwiP/CLvrJ5Gvu1R1e0tb3Wmzm87BGt6mcgA8ftqU6kXlzrcDFdek3TLUXNIk4WVUrBRGpih73O+V+DBhJTA6xWAzvMyrdoKlMMF75wrOqOQ5cmt6hY8cI4mOVdpVDoAyDY5VYlgIgHIDfeuC+UwDH6dgXogVxFyqUGB9iDT1av/M6r8yWFQOrPm14f1Il2aX+PS8PeissBHfZGN2ew40DHyekmh+MxkvcqwXkY0W2ZzrNX+YbCoHgO6wST5WKLj3fnb0bbRWTYJCrngFXA8eri4eoePhinC6wfUhfayzmX/b5EITzWjiY2Skt+oKx0bxFFm10JgR4wUfd1Mh5Rq7yrHwW5Hw4YThfswBB6VyW2Cn5+4CxE5bMOAHX7AniTc1FlYdWNztjh9cN6PUTZ1tG72s2bp/LdS4/I9+PZozMzHgeKPdXWN13ZaArESRyToZVKc7opx0N2ElAOAl4sPkTLFdtRgZpZirBRCt1Z/Zc2p3d3/t9B63hAoDHc+itkWhxBo9jJzupHrNaf0OpTJPJvmjmt9VyR0cIbZklKG1Ndyh/WhsIFExbOpgXB8FRpzgYEh3st4Zszh0VtW2Qb0RFVqnlpy6jmxHJEQx2Y3hh6t0/SeaK3hBCGOxil3qKD14uH5hWfaTTz6xuV3fKHiEzvVORAvP2ahLSFrfCi+eN72VbX20PBrBrksWdXzXVA3DcXBmgzielfQXtPM00prx7gkUNicgfrwXhrT4q7h5eBsAfNJPdPcRQ2YTBdBLyXyU1OncU5ODmDg5ydZYLUMponKJwclUY6g+03xEPXYXo86A7l4YGQqZsGWBCCvHKzEhAiqRoqkOcMoNo6itmB2WAEqz/yoOrDcPFZQMyRUITPY+3o2DDPlHZIlTLIvGR+IE6y4IyrUA9KxvvTBGylQqzRcJZaU+5Pb7whHd4pSjWlRKyqrFzwVSPbccWA7MTI7bGB6Qr6WbirnnYgW0usr47uuWjuTYafJTBSONgK8EEyMR5hRXb+B58bXSQAwYJeEb7QY8wnadygEgb3G7u7wczYIQBqecW0KvP/nowUPXQQh5/PHHr/UoOo1H6Fzv9PVi7ghmdzhkff1b9za/NZORO7CXz88lChU7/BYS0mrVxj9reJvKAbC+kLs9mOtgNhpzCW9YKQBggkn3p0l2UWhJH9cq319EQaP9obXuHFICXH1KwlpksolWAeipIKdHS8408ATo68VcQpplLyHZPUz8Zrb5bAMfLydLYiP4C04dLE7BqNbj7eNWK86hcpxVQ8zAagJoYVio1uFwidl0+s68sufDH7E1Rxpqb5dpiJl/elM5LjSZFac4SQEgctoDhVBnj3rgg6QNi3ooCyQNm5tMjTIAVHbKKNwHyrJDhgpivd2cUpIfRoZin4Ncy3Aq7/Dfk9mbu/kZGabcQAFwB/Y0r2GEDUNJjQqoA4DD5XhzCIJkAHbV1D2dczFTq4uSiN/sHnl/YEC7F7aLIZAkCbQH7cpS0r9Lb1ACBreG47cie8u4CAAwmbjDB2hpMXz82KEjOj7fJBsj1J8ym8usdh35WKEg0CN0PHi47vAInesdAmxNFa0vNP9Zw3eTkDnRgraioyk1fbGOv2CtM8IdOyx6ejEJda91/qp1NbwfruHbETpGI38xG2az5nBEtbTii4Sl533+9DIG3pnzt/saZzHK1geW3+D6al6iQXdns4RKhId74vPmIikxXphoTTQuYjDA+7IeIWFS8u8ku0tt7ciVlfsW2hb9B78GALuLbHNVf3krNlKlsW/g3edLx1fWAaSl1OH2/cmZjoSy9ce1O3d7xfyguFtlVL5S9Eu3eU+Y/rggvFAHYuYktjLaDhsTCMJcXUOEyTIfyUXDhv8yRA9LhW3CEWXrD92gdspKx2kM55TS4b4MAFv1U8bkS8zOwd4HynBvTL7eMP6MtZxZvt7wwPkLsVJpqvJSsvrqeWQ38f4iEtL5sCnlvWIigeGEkbKMdIBQPtHB4lLYiJNVOmN5dVS+JCoyIGDYJYwN0+MQLMPpaohZDAtBkj943rTuQ1tKaP7kUeH8RR1MZ8xIid8LMv0pM99AhVGMS/JoDx48XCd4hM4NgJDBk1GCJ6Pa70krymwqBwAFuEP7Bfe6iRIE0LIYULc2E8zQqkrT+o9ojRoAK1S9OWBrvioLQI2kbFXyY8EFASN7T2l1Y18JXIpCuXXTGdkNvf1wsQEqEeK8rlyKOZ/kZ8SByZq8nUQgU/WcYQ38VltVzvchvnelWrOIrh3s/c9z+QtzS+ElQoOT4zCvzdErisr9vpMDU/SYol8tl97dbd5/iJ9/1YlNoehNGdfJOItYYpL7k6CQlqNiYnuwIT60vJzVxrPGYAhY6Lu7TUUIAMcq2z7HQqloXrTgrhAWFETfLJj4Fr69DQYAv9a6eqv8UF1zCULnpwpuzhlTgZYCmBnOrk8WdcoCR9Qa5fnzytIGAIgLA4m3CsTmml9SIBxBu/stZPt2GzniW0I6KX8ZgtFhGG0P0udzLjgWvqA1av7oIXZUR9PsEiGuvsu2Bw8eOoXH0HpTQRucspMRgDa45vW3MTmYdXRA7i4nD4a19Upq3rHVonIAXBTnWFSOjd8Mm9xt1Mxtzll3h4a4FzoAfCUYEIh47y5WORScmueqeTR7gMi63RIw/B3/wa/a09s0O768Hh/uuOk7SZH0b33xxmDcbS99R4crOKG6RuVUlVdt3A5fb543VvCHABBOTngnuwsTFCx84BHh9IfcD1IoFM6eL1SOF2h7ErM30SvJtiL80iKNqV4PAHxbyTPyR0WemSj/wGLE+q1IcMyXmLwBUEGNa9c4H8BNSYNLuPz1JvrUaavKAbCp0PTFyXJao25Z9d09lOLfZ3Gx+Te8uxg/NdvDtuY4dkzOfbyo+Lv8gjZ/ch3DZuuyt9S0uEQePHi4kfG8i9xUkG5hLi1MZHRrnWUs9g4Trcw1n2mg8QqyMEbg36YvMi0ptn02smaXtQZoXVoo8Fkh91WxmQfuDZE9+Y9BzJ4SaE3o6YvhbuwZl8XJKmzLRakGcd6YHmdx7gFA6oxEY+S9RLWfGfSlx/S+70CWL4tJ8b/lH0JVlOtOxobjdDWy64okTj6q5RypS/TzERJMjsItoajQIUgKYiCvwyh0ChOTcNBpiiWybtndfuyTN0PASQWNyWblCcroAJBu4cLH5hK5vI3zIFI5yXP2kN1fignWKTw+O8v83RZaXUmUKjZoAFvgbmKrty9GhUUlO3jY/FEMKhDVj+SFVZQxUMZA+GaV2cMHw4IBjPN19QS6y7/TcUMn62mhzqppYvTVX2VuTDpUZgSYyGjBzMeIsoUDtQuVOpRqnFpOV+P2KBh5m7HNgk9jDAB1zfHoKNc6yZ2Fcf7LUKC1amUePHi4QfEInZsKIlcIps0wb7aWHWHierIjR7fR31dEXk/ocDI4lRc01pDp2KaAEIN3mdg+3zEk0LV09vs55uebMwD9XsWX9RC/NqNHR4/VKfIa8EFz2FR2HT4+i5dSIRXgP+nCE1UA5cVSXkSaokdaujRcTNfXHIq8/xgjcn70ihgsTkFWXb887HKYpIqVEx9bChulCEoRAAKR8IFHRL9+7ah1KgQht/0Z3M+LzgieJ+CkABiTv6h2DC+oNRHRkUduG9GmygEAdRMvqKNsPcAwpkDCi9FovYa0od607kPr58YGc+NuMvBO5i8AQIIvhodAxCLWy00kkTVzDGFMLWpqZtXijBp9/cPF4r39+izMzTvR2JQgk77ZPTJZ0d5QW+Dj8FP6JHtLktaa4pkvyDN/v1U449G2Nz+h17lW4bIkKxIxCJSiUmdrVqsuAJDLukCRkG7h7C23cnt/syyyPRLZAddX4WUPV4jWKoS3m2j4SnPixInly5cfP368oqIiIiJi0KBBS5cujY+Pb3/LLiUzMzMhIYHjOIZhABBCMjIybJVBbyw8Qudmg+0/kOmRQEuKiNKrNTfkS0Mw5jbTlxssn6WccLH47+9JPynWZQO4P/rZO8Nnu/T/d56T1WddAfePnsJOz4dQ4HglMmogE2JEKALdlWg54Zx9p1qPjFqUaprbCWPQw9tpmsNYl60p2KWMu891V4Sgp8/KbvT2w4b85imYj/qKSg3GXL0+TiqxVegEwPRNUbFvVf/+mK3lDd+VhTpaqOMaueem2iKPqYAxBYgB7f8KkNB6ejpKzT9s4w7uRbNthfBSQUN/RhYOSrlTx/iD+1y24EPqmE/uAUchbH0O2syDazPx0v5S9PUHMNJbdbz/ZZWk6a1ihvgyh2p4KW8a2pjvuIrm5baxIafmNbtMujxSIpN009qNN7X9/Xwsn9Lisfq0rf1s1EalMjam+8OXM1obgkl3sCkD+JJi4uvHRMe0v8G1wmwGIbgxM7Zdn6xZs+ZaD8GV/fv3jx49etSoUfPmzfP29i4pKfn222+TkpL++uuvpKSkqz8em9C5ofEInZsQolCSHu7y/F4eTFKyUKnkTxwDzzG9kuJDw9cL5hiEjSqhr5Bx43DT6Dy7VaanRh7izv5lvr5gjwf+MR+vDkJ4Cw/ZFg9yU+1FQTrnKKoo6+qrZG5Qt3bMRCU5MUqy4oKpTE8nB7N7morGnbNO270RHflSpH2yw6/3o/LQgWWn3t9f73Wh8PZ3/1KozCd+CfRamhDZpBQpGg2OwVb+tToAFCjQUo4iWkYcUx9yhw9wB53r0TA6syKdUSbQnbu5fT8R4uQKDQAsC4a0U7BJwMBPCrWu1Q5a11nIDlGtw5EKGHn09bdFz7EEOwaJXssyH6wm9WKFl8GhwqWo1Yw1fBOtWaPnqvkYiBgkVIvzKalrEOLfPdipA3wHWzr19ccDPbDJ6hY2LO8lensfkaiVwh2dhwSHssGhXbW3Loc2Npi3fsVnngPAJqcK7pkG0VWtPnazYql5eV2xZMmS55577q233rK1vPLKK2lpac8//3xrpbWuKBzHCYVCAI2NjTJZO5Ge1y03vFLzcDVhomMF96YJpj7IJPaxtPiJQ9yqHAADfZx+XcN8mU6rnCaTU9YTAD/mu+nW19+loTD9Tq3ayf4ha3K1Vei+TK1+U2sq4M0Ohuo8LV2WaXrspDHhd/27OeaNxVzaMePyDPuUzNK8gkMNjY77kfj2jh6zQWZ49o0zTN8GbbRW/1R+xcbjF/ZP6eGYOAf/x951BkZRbu1nyvbdbDa9dyAhjQAhAZUqVcAGGFEvIIqKXtCLItyL2CgXvViwd/DaKCqIKEVAeugtQAIhIb1vdjebbJvy/djN9hSKGr6b59fOO++8887slGfOec45QJiFqS9rHrzfFLvDmPCbsd8eU2GzY9/O4XJ28LRGXRPVsDVL0/JSs9k9qI1M7ePlbHhisquVwsfVWdlb1alBnHFZi+cP4ofL+LkYS49it0O8FSAkVqUKjg8T+2X2d5lq5qC2BjOeYuyFFDgIGbLn3MzQhLtEbyTRKfLWBysP/HrFvomgSSTcVH/V075pwaz/xspyALAnjzJbNv218+lSYHjL6sIl9+9Num9vzw8v/tPEts3pbwacOXPmnnvucW4hCOKZZ55pbHRXzf85YFlbCje5XH7zmnZu1nl3o+vjvTRBWmtUV5KC+DTj6rPQNnhUYKjz9hTrpcK0RPiKAFgk1eWxCxhBncb/F+cuEvl4KfusY7HmPdLck6nkzr1vUGw0xOwwriljT2q5uB3GVwuYz0vZGpMT/bGowDhkv3s1WlQ24+sCfJyHz87h24vYXX77JRf32ZhaTWKy8tLIViU4AQCh6uaAl3Irymyq7VNabsZJJyONwItYiuP8Oc7mqjBbBpoYG3sgQsIEDz1CRsV4ORueyAzGS1mYGIs74/BqNp5IQ2CrB3BAsF3p7AUVemwqwqYilOtd2n909UNtLvYMAaPH3mnxHcuwESwX1WKeqD0yiPcwSNmOscl920AjDWBt715yu5umyeyeOLuiGf8jsFi4gvPODdyFvL9qLl0Qn1166eNLL5Q055c1X/ry8vJV+f+4USNfuHBh7NixKpUqJCQkJycnP9/xKUIQxOnTp59//vnQ0FCZTDZ8+PDOrwWwdu3afv36KRSK/v37r1271nlVSEjI22+/XVvrkjwiOzv7yJEjzi1btmzJzs5WKBT9+vVbtWqVXVfU0NDwzDPPJCcnS6XSwMDACRMmFBQ4wmM7nNgnn3ySnJzs7+9/zz33WOdgJzoEQdg7t7+XLohu11U3/ijESIkTQ0VndRwHpPl4y2hcZ8B5NYQU0gMg9XYphrhbSvkgOcF6C4YeHI7B4aaqvCvrbrc26H0OVMa85Kd7UChNJ1MCqPExkZLXWeNC9epC5nw0wdmUtiHNfKqOP0pi+gnzbf6tvN+zvhInSWjS9dTx55VE7xoGH+a67d9X6DwnnpUUhn++F4zFlJgsyncpdvFwad0Libbw9f0NXEtrymuq7wDu9Am3YY2W4TRVDF7AcGEAabb0E9HHyMTeghmPe54t3sSbLrBgIUygSKXrAUTKXVx+SweitgUyQXs1EE7WOSTePxVjdip6tObgqXaNsNOaoTW75QswXYS+4jbgNttyOW84bJHe5oXMCeMptxN+d1bAv5JjgoROnRUCKIXQOnGlYG9qrf+X8PyMvmk/rP8IbK38ynlxT82P83q/R15tgiUPlJSUDBgwYMyYMStWrKiurn7//fezsrIOHz5sV+POnj07Kipq1apVWq12yZIl06dPz811PBbaWbt+/fqcnJwZM2Y89thjubm5OTk5FEVNmmTTCy5btmzq1Knff//9xIkTR44cOWLEiLi4OLe5bdu2beLEiTNmzHjkkUeOHDkyd+7cqqqq5cuXcxw3dOjQy5cvP/TQQ3//+9+t+p6cnJyTJ092ZmJfffXVrFmzHnjggYEDB27fvt06JTvRsaMze+lq6CY63fACvryU2bSeKy0h/PypkeOovpnXNg5FoI+yjSfO0Rp82Pph6i/GPzI8aQ1EFKYnYfUF6xJDiNWnQ4iXmn2miESpXi5dSuniw2ry2c8kS4PGTROLbW9oSuwnEKSxnIsqxUgSFM+zBHFB32pa8OBki8/qXz5vsygwwdUAKsWiMKOTjcHseByw4iJGdt6aH5FqqARciE6o0fG2DhIRIhLWUcjE3oKp05m9u3h1I2eQWMyxDBsuEe4gSQ0AhgvTG6eBMBMBQfREDw01wNRyje8Z2dbqp6rZElHvtlWrFIHQjoKqvr/svrigVUkdLnexryhF8HUnTF4LXnrdj7AnJRstbG6Nc5OPFQ7N8JBhEQQmxOIrp6/Gu7uwavjGgqLItAzuTOtbhAeZlvGXTqhrwcK5mPrUphqWt5BEpzRMnoFX9sCipUuXzpgxY9WqVdb2GTNmpKSkLFq0aMOGDdaW+Pj4L7/80vo7MjJy3DiXsNN21r7yyisLFixYvnw5gFmzZgUFBb366qt2ojN58uSUlJTVq1dv3759/fr1AJKSkubPnz9t2jT7bBcvXvz8888vW7YMwCOPPGI0Gj/55JNly5Y1NDTIZLK33npr1ixbaMjEiRMHDBjQyYktXbr0mWeeeeONNwDMnj377rvv3rRpkyfR6cxeuhq6iU433MG3NFu++pxvVAPg1Q3M2v8Svr5kXI8bug8e311yLDYYsaEQT3mLKRgUzBz9kSkONDIDTZSSB4lGvvEjY9BymWfFCVoaIo+/W3/5R3uLT4p7LJi4P208aSc6vIko/+1QXZDJ8kuw78rshF3wYuEY0qBd7FRJiq5pvnNAYoa2+aUCV/1QhNzq4uF8atD6TucE7p71A34OL9h94RTldBBkel9hel8A4CCo4tj/LkVrwmKarJQKt1LDRwpHLwDt5bZt+sHMOtV41601Bb587crBltKd0irXppoWh3/q3njkOUm5Jyd4phekQ9wJLh3a5ke2YqJQOljA1nFUIEn5tqGtHhaBKAVO1UNIYkBwhxUwugpKm3BRA4UAGYEQXmPAlOCeHEYs5s7ngSTJPv3oUXfc2Dne1OjnN3xH1bf2xayA0W2pBj1x4cIFt5bYWJu7ee/evS+88IKzZyczM/PAAUeC0GnTHEF/0dHRHOfC49taazAY8vLyNm7caF87c+bM1157zWQyiUS2aSclJa1YsWLFihX19fXbtm179913Z8yYodFonn76aQBms/nYsWNff/21fYT3339fo9EACAwMtJtnNBrN6dOnP/nkE7cDbGtizc3N+fn5P/30k3WRIIiZM2d6JTqd2UtXw7UQncbGRpZlAwLcFaDd+P8BvuiyleXYwZ09fYOJTqMJGlfJRWmT147sqeNsTUELlWrmXTSz5iJWnO7l6g0d/V/18ddaSn8jRUrftNnC8FFuDyBxOq18UNS808I08VVcVUaDrS7muBrNwKMF/QanFbe4SEamltetOVlIuabWSNIbzvp4vGjvjEOSCmaW//IkWuW5PKVnZHl0c4ptMSuk3+1h58s5hsc9odS8hDZuQBKUj55tdNH90IIrlqZAVk9RrfHnnJZnqjjKn6ACSUuZ43lE8ixdp+GPGYg032t4uTZdWl/5y5QYyUcig5PVJEzmCO+KUuDN23C8FmYOaf5ejUPCXpQ4nTaetnFKQQwlyWovYxPlS/Bya7bBtutOxCsRr2xzbRfEryWOnM7BUizod4310iUS+t77ce8NnNn/HzzTe5XW0nCkfjuAdNVtC1M/7fy27WSFKSkpefBB93SUQqfgwbCw9sL02lpbU1MDIDzckfgjIiKC5/mqqqqYmJi1a9eOGjVKpbI96wICAh544IGpU6cuX778zTfftBKdyspKjuMiIhyxn3K5XC633TVlZWXz5s3Lzc1tbm5OS0vznEZbE6urq7NOxnli8Oa66sxeuhquhegMHDiwoKDgL8+q1I0/DLz7wg3/r5Uen1xeE+QAfH0tAIJwLxpFtlEwkhTIArJfRvbL1kWz2YsCVpItkGQLAMhe0cLJMKGqbDqbho0WYY2JF56qZ/LVQxt0fbReRK9VIsHGUL+fQlQTq20GG22yvzIjAAQBCU0l2NzxbgAAIABJREFUpTDljroN54Nbxib0H2psGd9bdn+mz5PAk+4+d2+QeOiTWFnLfoupgA2YLyEkRPNv5qaNZgAUb5IlWQQykUkrACDg9L7mQoo34QMgSIK5fbz4BNuF+vjrAGpDP4gs+o+j9X7XfGU+QueKUV5AwPcRsekcYynj6CBS3If2oqxqhdFUd+jQjIrKLQAiwicMzP5cJLr5v6N0ZpfKFTUt2HLF/TR247rhKwx4K3Ob1tLA85yvMLDjDTqHwMDA9evXZ2W1mT2yrXyD7a8NDg4GUFFRER9v+4qoqKiwt8+bN++1116bOnWq21BDhw5duXKldTEoKAhAdXV1TEyMtaW8vPzUqVMjR44UCoXDhg0bNWrUpk2b0tPTSZK8cOHCN9984zaa14mFhIRYh+rRo4fzxDyJDs/zHe6lq6Fb1NYNdxCx8YTKkaGEAMjkG52oiiIwKcGlZaL3lz8RFAJARLvI3OgQUhB3A9KmKTx4vozGAxHUP+LppwbIny6qcrAcJw/TRZlkY4gfB+KuzKTRA3s/nRI7amBv4Zw+dvcNNWwkNdAmwj3mG3tPwoOVYuE3vr5TKwXbPZQrVtQx7KZ69R6Nlm3llL82EO+HuoRkGy23AGDrOGMey1RwVpYjZ8oDjaekJ8+pLp9QMGUAlJYiim/lhbUGe+6ZzoNprgTQIj9VlDS1JnxVTfg77MuJ6H31SWsIiFJo+VihuF97LAfAkSNPWFkOgPKKzUeOPnnV++qCqPKgyG7Ba924cVAK/G8gywHQt2/f1atX27/nGxsbU1NTrTaV64FEIklOTv7ss8/sLZ9++mlKSopEIgEwfvz4+fPnu6l6eZ5fvXp1drYtpZRUKu3du/fq1avtHV566aVp06YJBIKqqqrLly8vX748IyPDGgrurI9uH2KxODU19YMPPrDv9PPPP4c3onM9e/mr0KZFpx2bXlFRkVsHtxC1btzUIGRy+v5pzMZ1fGUF4auiRowhe3SidAPHo0gLI4s4pfcQKjeMjUa0AmfqIaAwKKQtbSyVlsEdOYiiQrn4C6NlCEcHitJU8gkiov3CFWYzV1IEAKHhPC3Y38BVGPn+vmS8zPVrpl8QLjslEoz1gX9rYFGkHE/3wcYiXNEhUYXRUaaz6twL+uNSyevx4ToBDYAnsD3Qd3ug75d9hRLnI6Yo+q7J9MR7fyg33esaiLC5mh0V5P518YO68aHCK9bfGXLZzj4pKpo+o+NfiJlQIAmaU34+0iA0M/0sjO1f4Jp48xUWgIDTyy0V1kaGkLZQQQQ4mnONwC/x8AmaWGwuxtkG0CRuDcXQCDfxtSQkq6nwBwAWQa3G/yehbw8qwnuKbd4MpoojZaACruKTSd148mzeq3p9kZ8qIzX1RZk0srTse+cONbW/8zx31ZXJuxqCPAxpni3d6Kp48cUXMzMzy8rKxo4dW1FRsW7dupqamhkzZlz/yIsXL77vvvtqa2uzsrIOHTr0xRdfWEXHAJYsWZKbm9u3b9+xY8cmJSWFhoZqtdpdu3adOHHi2LFj9hFefvnlKVOmVFZWZmVlHTt27LPPPnvllVdIkgwODg4ODp46deqUKVOEQuG2bdt27doF4Jtvvpk8ebLAWwILZyxcuHDq1Kl1dXUDBw7csWOHNWLck+hc517+ErT5QuI47tKlS22tBdDF4+b/R8AzBvXJtwwVeymxn6rPHHHIjSnTQ0bHCuc+D5btbL75JjPeOGXT2fiJMS0RKZ0oCdnbr2M7AUUJHn2KyztN19VIQ0D2DumwrDZfXWVZ87G10Dqv8nsq9W+fM7Yaoq8nC551lsUkqRCnRHmTLcPvAzYmcbiRW5xvKdDLUkelL0mk05UkAFFagKGWnXfIxRemEhAnhopipN6mRJKEQAi49Kc8OrawnJ3lADipb37pSunbCXFxUoIhyI9CBl4SDPz6hMuzRhhPcVoOgJBzkJgmQSRLiABwhIDkLY7enl7CL/ORW237fUUHjscIl2rtgYPfNDWcNzfmAxAookJu/8x9BACAOZ/VfmNk1TwAUQrtO1PcAfu0zrOp8JdfbSWtGhtP19YdGDfmiFgcbDTW2PsQINv3C9wcUIkwPAK7HNkUMbbtlEXd6GLIyMjYu3fv888/v2DBArlcPmjQoMWLF6enX1eNFCumTJnCcdxrr7323Xff9ezZc926dfaQq4CAgEOHDn3yyScbNmz44osv9Hp9eHj4gAEDPvzww+RkR/WYSZMmfffdd//+97+/+uqryMjIlStXzp07FwBFUT/++OPf//73J554IiYmZsKECefPn7/vvvtmz549ZswYP78OHrb3339/S0vLG2+88fPPPw8ePHjXrl2hoaGeROc69/KXgGhLaqPVah9++OEffvjh0UcfXbVqlT1AF0BiYmJX0OjMnj3bx8fHOVV2h+A4Tq1W+/j4CNtOSN8VoNfrpVJpJ9JQ8hWb79QXbbYvR005KAkdeJ17rzfzMoqQdMRwNBoNTdM2EdzqC9hX6VjnJ8aKQR2UJvjDYPngLe5KkX3xiCJqcKrDFXL5dnGc1a6T14A3Tzk2m9rT+r4vaubjf3MkKny86exrXJ6YxL6AtHdEqbt1nHMtiZGB5PZBbYZ4qM18/z0mZ3Xz/ttEt/i5/K3Hm/T9j59yjmjP8lHk9k0zc7h1n+mohgPwwiV+9hWbz0txp1A2Usib0fCfFkFprdJiCwKvFWdwhBCAjKlUWJzCwR5JxkCn+HYziyd+d5lllAIvuoeG8qzZUHWAZ82SkGxSZNP/6nQ6Hx9btQfegvpXmtlGx6HJxwrld3R8W53Ne/X0mcXOLbfduq6mZvfFSx/YW3r1fCqz/7UUIWIYRqPR+Pr60t4C0/4anKxDQSMUQtwaBqXt/DifyS4LtVotFouvP+v/Rx99tHHjxl9//fWGzKob3bgGtPk4UCqVGzZsWLly5YIFC44dO7ZhwwbPtEXd+Gth0RY5sxwAmtPvXg/RydfzDx03H9NwAKZHUR+mCztbtOGyayUptRG1hqvVwN4Y8LwzywEwoKmU5jmm1Q9yQsvFySgA2OjSDVuuYHgkCPxQ5fiCeapy/3+ubAbAAbfg1E8x47VhtwGOjIIrktszYvgJiQ0DhM+ctext4JIUxEu9BG4sB0C4SOiWtydcJAQgJLHnVtFnpcz5Kp2v7qSg4YBYES0anUn36w2AEMJvjqTll0D290rKZABA8yYzIQTQTIexhFiMenGmGNkhbjaz+sqD7ipfg5daVwQllEa0V/eeqeKcWQ4A80UWnYh6NpsbeTbGbJzJ8SpasFsg+sFsVvfru5KiJKVlGwBER01JT3ul44FuFmQEIuNGake60Y1uXC3ae48RBPHss8/u2rWrqqqqb9++mzZ1F1jpWmCaqz1aqrz27CSmHLWxHACrS9lXCyzt93fA18OqofyLbGYE4aykBlAu8mWc1B6RklZW4VZfQmtGswWA3qn21Zyq/c5d/t66GCUgPkgXVI8RZ1jTIZY0YVsp9la6F8jkuPTLx3eqf2ZUh84P5KaEUwBgYqFz+LNCzmou7eAKN5q+OGgONfAA5rUKYiQUngw0vLV31ZN5m+RcPa09zq77kK+wWWtICcFxdAOZ2EyHWGRKUYQjwMdI+VWHfGq5V+zGcsxmzf7Tf1MrCp0bkXwtpmbSQ1JFyjtlwJOKJzSpi00tiyyGJw26DUb9W0FBgylK0q/vyrvvLLn7zpK+Ga9TlJcQPIOXKNdudKMb3egYHRt4Bw8efOLEiZycnLvuumv+/PlLly79E6bVjc5AFOAeDCUJu+WaRytp4c/qXGKCfqnhliR1tFlNC34rg8U1mGhIOCR/ke9Aa6YUaUzj7/aGt0Jvs/8eGUhm+raSngg5zjulCwoQQy4AMDKIermAAUCCjzK5pPuLMGmsxiETi8djWg/wtzJ8e9H2e0sxnuuLAAkAY1Uu9/1mqswmo2FzDwgem0tsKMfBKgCIlGNWChqMeP+sNfwsvokf1gz1/LQMpSOjIF9Y4JbTiM07TYdHAtDvMLfstwDCJkE0OBiFcyzRswS6HAICRraVkewzVA0SKF2ssPUNh/XNVw4kL7s1b5FKHwegMbJMNWmI1xPJmZsaji5rKd9NiVSqPnNkMWOd11L+pKg3ZTrvYB+SWzslQqwoczEUmQ1zBG5XCs8aa09wFr04OJMUyAEc1XCPnbKc1HLBImJ+D/of8V3GLdWNbnTjZkCnHhmhoaE7d+5cuHDha6+9lpub29TkPbdbNzpAswX7q6AxIV6JfkGedQauFqRQEXbHhsotNiGbNHK4X+bCax5N7CHK8Wxxn0CNAcvOOJZVIsT4IMUfg686fxSXf47Z8Ss0jUREJD3uLiI4pONtPNFswb+PUbVKQpTFCsshpvlJQ56KTxFWUJVGPktFPh5LO4RD9/XA26ehbrXrtCqRb/EjV6UK5py1cCCO+sZmaortw+cqohmCBI9MEcE3qtncA9DpiD1mClG2HvVGbCzCI8m1v89pObo+tH6yfVu+oY77cjN1qvW4yvT44Cwi5AB4gYYnDASjiq5GtBZwSonHsx7h6K3aQFOeq4mjScX55ZsCXrI3mE8ptUeNglhKOlBgje6mSBEArax0y4DH5MYQhjKGJ941UDLd26nkK3+Z0lyy1XZeS7ZG3PUrVC7h7r4Pi5t3WEwXWVJGSIcIREmd0q3rtO4tTTpIpQDDodbACjRlOyaY6k4CECiiQ0d/aQkefN9Rs1XnVGPi5+VZYqTEPaHXnVzAYmYP7OFKrhBKX+rWoURAt3epG934f4vOfhvRNP36668PHDhw+vTp3UTnWqA1Ydlx1LeG/g4Kxcze1z+qIuHehMcaTLUnKGmgKOC6IgKCRcTtgeRvdY436wMRHbxOBHtrXJYbTZgb51I8snPgy0osX3xk+51/3lJXK5zzHMQe/gueZ3duY48cgIUh4hLoOycRPkoAvL6J3b6FK7pMtURRtWEASFMIaQpBExhjSLQEK1O8GRsi5Hg5C2fqwXBI9neuSfn3OPqxGLrCyEcMuJ//78d8Qz2AUpH/k/H3Auhh4t9LaTT/e5mttwK8oJ7W2yKJUNFsrDnaePodGesek89X17nUvapshg9lUR7iBLZKxbS+D/WZAjoTgiS4Jx69VGS8LXkXQ2s18mMWWiO21Ac09aUVkW4hTsKmqSa/N+yLFJvEHMhmeMZwmDGdY1WzxCDg7z/Ax6eXTlcAgtdLqgDExNzv9R+x6K40l2wVMCqVbpDQEshSuuZ9X4onDjIXsKYClpRAMkBAKgn5BOHV/tkBgah29a+qVMCZBvw3H2pDXeTrJpUtIt/SVFK1Y8blOy665areWMVeL9HhOMvnH3FFtqhS9tA+4fwXCP9urtONbvz/xNUZge+55560tLT9+/d33LUbbthe5mA5AA5WYWw0wjoqrNgJUGI/adTt1z8OgG/7C58/Z9lWy8lpPBZDz47t4PIgtB55hxuN10B02DOuCbLq67miQrJ3qnu3/b8zO36x9ck7zTTpBLOfAccxaz7hSq8AQIu73ITQeMmM7ICURrZ305GQRKyUgDQE/1jIlVxhNbz0fOhLGlpKkMNuFwq2r3U2p7DiMsrQk2DlABAiNdXlArDQDW5jWkC6nVBWfsXOcgAw8lNkZQjBiaAz47UTWDqQCFEJZs42/bS6mljD0DoApivfGn44GpVzRNxfbr7kmIU4qrff/cfUx/5t0ZVQzRnk2efA25ii6SxjqeAEESRNS4cO+en4iXn19bkSSWhK8sLQkJFeD581qklOFKyeQDNKADSrEJ2FqfSQutLmG23aZA5YJPUsaNUh+mehvAyaVpfg4GEQWix42xr+Rhik51zOmLZI1FLyxBUip6Ke4vkNYQHvxoZ4huhfLbjyUjvLsYLNPUDfcdf1jtuNbnSjS+Kqvd0JCQkJCQkd9+uGG2pb3FuqW24I0bmBCBASn2VchYiYi5LjrGvRyigFwzTT9NUc19kG5Ne7tBCAxYsOmjt7ymWxpJjXamAw2FgOwNEaty99LsY76+Ib6pmN67mLFwgfJXXLEGpo20yRFpDxPUggvB9sPkKLxXThnFsvnjTYiM7EWAFTA8AsqNfJTvk097F2MAVKCvgdmdWOZBiHQ33D6KIgt3HoRsLcyr1O1GJcDNkz0TgygvldZ+9j1hTqN3ymTJmOe5Ut+yyciRclUoq7RKSiX9i49QA0nxqNjIssmm3gBBEkAB9Fz2FDXCL1vELknyyn+lhZjmNudS6JffVbzb7TxfAEy0NvaUuNLpViylSUFMNkQlg4fFVAnuPQKEYFUYVz/wGnTYPP2DIX3KJuCjGaUwded9k1D/8Zr9Vc75jd6EY3uiqumuiYzeby8vLY2NiukNGLZVmj0dhxv1ZYc/9YLBbOzNA7K8nTDaAINiuIvSXk+hUz7YMOFruda1MAzbcxeZZlTSbTX3mGeZ46UkeeVUNIsYOCuQQvOT84jjMODqILtGSh7UXVMNa4b09vfXORRBKekvxKdNRUz63cQP9QTO+sJIVS1nUP5rAIeJ4chnE7IyaDAU06eyMnrGLFJZTRlpaNGR5mipHyrpyJaDRRuTXsqW94o5oAeJ2W+fWn4wWLNfHi1ORXVap+Hc4ZJcWERwktdnAi56NgBwTyPhTJDxSHDzNW7FYr9zVLLkmpZMVti45ol1XX7jDBJ6DiMSlDbgvyXZgU/UL5xcddxyE4h8OOMZgZoxGASVfp2gvs2UvYdVo0IJCcb6udZIYJrSeMCOXgwglhLDNzARbS/yquKHmPR1BxxrmFIFyO2lLNeN599NYyenMpAD5AbLk/nkv0hTeEt2YoNBpB0pydE6nq7zXI8uzdFMmzRNtdDGN/r64lfWKMRu/xgNYCrmazmWG8xMw7EBDkdiK4sIirepJcJziO+zN3d23geZ5hvPzFV4sO/otudOOPR3tEp7a2ds2aNRs2bDhw4IA9AZdOp4uPj4+IiBg3btySJUsCA/9KxzZBEFQnU/cCaH0OkiQpXH+F3GN7eZBFTaSF525vt0LhdYMfGcmfaiCqbHYdbnQkGdqmi8d6XH8g0WkygyLbKdRA/VBMbreFMVOHa9nZKVyah1eIICAk2Xl9uCItobM0BzX+ejDZmgfYYKg4emymrzLRzy+zvWlozfTOSgCkOZhuTmZk5wBA5UeMv4f0VXl255NS7MHVABAaTvkHQOHD+arsvhCL/BQ3MoqMSOFDpHywhLRYeJ63XyRERTP96nGeamJVaueTG1wXeFHx0yH91NuH/y6RdHAl8J41TsPCMTmZd2RroELHb27KX2OuO0n7xCqSH6FEKuzlAayLNrzT03FOPgoZ+Hj1IfsiaQkinIwohFJknbkk/DbtieXOO5Q0pwKgjtTxwyP4GAVcIRlKWc5bmBKH3Mq4lTNuhc8jAkFyZ51NVP+J3O8uRMfCuRSkpENJt7uPPFFPbbZVMyXqjYKvC5mFGVB0ZCOM9uEj5USZHoBCe1tE8b812Qc5sUUaPVbR+xFi81HnvlK9xQICVHtHQZIkRVHgOf2ltcaaXEoSpOg9k5Y6+SgVCv6Ou/gtG21T7ZlIZN/a2STgNwhX9eD6q2A7k9c9yA2ZzA1HWw/YvzwXbofIz89PSkrynCdBEBcuXHCuznTixImlS5ceP368pqYmKioqKytr0aJFPXu63Mgd9rHuznkTkiRjY2MfeuihhQsXdvHsu1a0+ao7cODA5MmTq6rc87LQNK1SqcrLyz/++OONGzd++eWXo0eP/oMn2SZIkryqyhpWokMRpJ3lWEEdqKHGxt7gyblBKcBLWTheB60J8UoyXtnO3W8ymWia/kMeEPVGfJSHIi0AZARiZm8vceAMh+1lzg3UjnKqX7BbL4IgSJIUCAVIDABQU/iTW4fqmq3BwYPQDjSOqoeUIYEyxPM9xMSCW9vsP2I0YzSw+38HQMb3pCfdTwgEEAi4+x5i1n9trflAZ2bTE4eDJAEwPLZUcyUt3KBAapA1U98v1uPiHSn/Wo8GQEtLaXXNrz17zG5zAuV6lDRBEWBW+fONDkuDYMjtpNt1KBD493EZJyrqnuqa3xi4JBy6IA3+z4Tn51X8zp7WsIZI3thbTlRSrQUcqG8LqRYOE2OVcWPN/Reoj9mSgAdUz5C02J47dJ0JPVw4KMdCa4Li7wLiCqtbb2JqHHSn+Uc2sE+beZzdERjEPfQIs2k93+roEZCXLLAprCl/0meChBK4virOuziACLVJUNKCjI78mALgmQxsLEKhBr4i2ZhHZcnPO9bGK3HaybPZ01cgafMQrK8umqZpmq7a9pAu/ytru/7C6sjJewSKaC7/HPPT93xDPaH0pcbfTfr5E0pfIiKqrQH/IFztg+svge0Gv+55dlmiA+Cdd64lAffNgn379g0bNmzo0KFPPvmkr69vRUXF999/n5aWduTIkbS0tM73scL5XBkMhtOnT7/yyis0Tf/rX//6U4/qmuCd6NTW1o4ZM0av1z/wwANPPPGEM6n39fWtra09ePDg+++/v3bt2kmTJuXl5UVH31Q1XMweIbstf4pxlSaR5aALHIvzeaiphkyOlHTIr1rCe0349JyN5QA4WYd1hZjmWr31dD02F7tv1diu+bqkCfsqQ9Qh0eyQkqC9IGzfGaS79NYDIW6vQIKIaNdASJL0hHvo8XeDZUA7nr9kXILwuRd4dQMhk0FiS8fcwmLoflsJBeSb5sbQb6ULUGcAQLAKglXwlENxUqG0FVJgmFbuZTKxRw7y6gYiNIzqlwWK4r4r1u0hzaQPAU6seEAU8gNfXU7IFdQtQ8g+HTu8ouMfz29ikq587dwYasLEUj/ibLKstgEAS9eyYhllcKILm4pweySkdOAty1XpT5rW/yLKVdGMg9nwgbLmn83GUwxISPrTdfHCvXugbwKA9AyqR7PLNx/bwHEtPOm1Mpc3NMfIGh9I8z3XJNp7CoBIcFCYLGNjRpNSQtyHJiQe4wg8XmmeLV6hFLpfh3Y82Asak600aYQc0zvM7AQAZvUFO8sBYGkqaTzxRmDqYkdwn1bD/vwj+eQ//nyW042ug6eeeuqvnsIfiAULFjz77LPOVZJefPHFnJyc5557btu2bZ3vY4XnuerVq9eaNWtuYqKzYsUKvV4/e/bs9957z8s2ND148ODbbrvN19f3o48+WrVq1cqVK//ged5QiCnE+qDYIYFEohdHyR+NX39GyRXb74sFuHsyFO4uiBsNI4tLrqLLPNfIoIJGrDrtZcM4pVsDV1wo+mUzqW20KILps2EE66OA/Da8oIr55lT859Y+kRF3e45kajjXVPA1z5plseOlEUMxKQEbWhP1BkkwPqbNyZtYnK6HgUGSH4I8Is9J0i0VyvtFzFGNg9G+fYWZHk72CZehtAkgBE1ZjOwUJ2gw0YZC/7NFfjZdSGjIKAAwGs3vv8HX2BJPcyePC8ZO0+wVmSmbkqhZH0LGzZC96gOBsMMiowA+K2EfOWUGHgH1yCPRxM46FLfw0QY+dz8nt5SLGNu/QDEGijC5b1zTglgfALQ8ggdN8Q6Gx4rKmg9lthyxSWeafjJf8YfeTyizcNE6Btt5hiZIOLgOqSRIT3bSBs6dX3Hy1ALr7+gR4wfFrWgRSBTR7Ro+s4Kx26mGZbAUPbxrdK4CfmK8kInqFvBAiLSTBdQsOneybtZe5i651yHmLuSRUTHXO8NudAE0s2aW533oThss/wdw5syZN99807mFIIhnnnlmzpw5V9WnLYwZM2b58uUddusK8P69tWfPHgCLFy/2utYKgiBefvlliqKcy8ffNJjZG+GtJpSevsi57jiOq0RtjYPlANA3Ic8bwbjBoD1eEkLXC+Cge00JAAiVYYrL+eFrqi0friJLi6HVcOUFFt8DnMDmXEi5MpXihCpV+rChP/v6useHt5TtvPJVSsPR5eoTK8u+H6Y5/R7GRuOFTEzpgYd7tzyiL/l1UMHbRMlXfVpKd7ls2WDEi4fxUR6+zMfCg7bkwu3iVLl7yYDjJ1ncFQ9/CQCCkQu0t4rGPFf7cPb5kMMgIJWGD8pebZGmzT5j+fd3++0sBwBXdInNzTOTLnppYyEFoagzLOeMjnvklBmAnGX/eal89Pf5eytL67KJ0xQFQMS5Uk+Lh7nRqWRYAUv9HFtZ4n+JleZbfHIZxUmja/hXjMaiNHGjr7Qkqs3xGgupcRlNPk7YSdG9TldgZzkASup/LuR286qOKtL38MVTaYhWwEeIPgGYmw7RtSo8KvRYdRrPHcDrJ3BJi1AZwmSdLxMr9E9xaxEH9vFU9hDtClB4YE0ZO+moeepx8/Zaj/+lG10DjYzh7rxv5fuWKPcvHX3my2qzvuNtOoe1a9f269dPoVD0799/7dq1zqsIgsjLy5s1a5ZMJrPqtQmCOHbs2N/+9rfg4ODevXv//PPParX60Ucf7dmzp1QqHTBgwIkTJ5xHuHDhwtixY1UqVUhISE5OTn5+fjuDXxtCQkLefvvt2tpa58bs7OwjR45cVZ+2UFtbGx8ff83T+zPh3aJTVFQUHh4eHOwuy3BDcHBwXFxcQYH7d9JNgFAZXhqAOgMoAv6SPzrkyhOeORd1Om/9bixoEgNDcMiJzQwMdelg9HDh3ZuAUZGgXd4QbmHePGG2KA9QLb3olkQA94/RWGsgeKL+kAt1bjiyxDftCcT4IMbH3FhQ9qVN7GVsOF29/t7whDcFCX3JXr1B0/jhstXrZMNn5zEg2G1Wboj1iMuJLdFi5yU0GCATIN0fY2MQJkvAzPi46QZDtUQSwvDULftMRzXcSk2Dm4aHO1noZ6KMlH8LHWxb0e7enbG7ngMg5LidB84N0OgBoLIB5+u0kakAyRMe96CfCGqTbQJTelhFVDww44R5TeAUBALAspJf/lFRAGUgV+kyDTHLp9e6PxllI4QgIU6jBLGdpR1q9XG3loaGw6EhD3W85Q2pYdlkxqqd5u7KAAAgAElEQVQztrxTaiPyj2NJNkKvImeBQBEVMHBJ/aFF1kVRQJpf3+cIj1cGmdxejs1FFyzLLtruiG/L2W/7C3PCbwIF8f8a5l76ZWP9Bevv7erCRwo2/pz64PUPu379+pycnBkzZjz22GO5ubk5OTkURU2aNMneYeHChRUVFQ8//LBd2jF9+vRJkyZ9+OGHH374YU5Ojp+f38iRI5cvX97Y2Lh06dKZM2eePGlLGFZSUjJgwIAxY8asWLGiurr6/fffz8rKOnz4sF1H7Dn4NWDZsmVTp079/vvvJ06cOHLkyBEjRnhW5u5MH08YjcazZ88uXLgwJyfnmqf3Z8I70TEYDEFBQV5XucFisWg0N2cKCpJA8F9RXhsA4JlxPsjKKo0s1EaIWfxBU3soEQohTtZBQGJQKEa7ChSS/XDMidr7izE03PONzps93CsAKy2gTJGEjx/8veVWAQBYtC4Fw5mWatZQT0mDAOiLf7a3K1pS/DXDUHvCcvAEERQseHwuysoZn2M8rSVYGdWSRFr8UWtoPwvRE5HU16fY4lY9yphadtjhMzY3TrMFB6sxwhbiTBCUVBoO4KSGs3q7zsrc0w1QjWKS0ws5PckzekEEAFFmZ43kPjQBYEa5zsZyrKg3SoLqDAg2UAFC1imtS7IfHk/FsVo0W9DbD9E2d+Y35eyaMoeN6p/R48Ywlel3jBBuJc2XnIwNPHzN7rEY4n60IOrqBKFSqXvomWfLNUOvL66o3EIQVET4eKk0kmUN9fW5AAICBlKUGADy1C7ZNYGW/1QQOXGSzKtIh+E/4F/yuPGGyoO0LFQWewdBCiCCYPYz7JaNXEkxERZBj76DCG2zVgnDw85yrFhZyHQTnS6IHY2XnRe3NFw0c6yQ7NQ/5Rl4ZY9aeuWVVxYsWGB1zcyaNSsoKOjVV191JjoGg+Ho0aPORGT69OnPPvssgOzs7LCwsKeffnrJkiXWVREREePHj7f3XLp06YwZM1atWmVdnDFjRkpKyqJFizZs2NDW4NeAyZMnp6SkrF69evv27evXrweQlJQ0f/78adOm2Q+8M33aOlehoaGd8XB1BXh/cERERFy8eLGpqUnRrmykvr7+ypUrN5kSuWtAqUT2IOQetC2GhiE1Hfi1BBsKAV4Ogv9bLwy5Ya+WI43cjjpOQSMnnAq6rwfua8NVd1s4KprxWxkABEjwt0SvIehkj0R2z07Pdp7WEg8NasebIwpIZUod9iSBIsrKcgCAs1lgSF7or3HUfeRra9hfN3PMWV6oB8CTBk65X9g4gmibTlkRlkTvPmz5vJyrkBB9tfyDhjrCjQCcaUCMizdK02oE+jqw3/11p4ZobQ9QyhRFWmxeGwlbpxdESLMp+UTvVitPjAsk157lRpe72xOEfhYBQxrKAiDkpUwNJefIzADcFQcp7Vks7JDa3XVy7M5HM+LFcppVv+nECQiQFODalw4m9CzL8lDSnX1uBgbeEhR0W23tPuuiTBbVI+Fx9kbUD6+s2rprt60+6JGjswdlrz6b96pOf5kAFIqEoYM3KZW9YXbfE9/M6NYYKaVE2PMqHv2igHS3uihkdCw5+5nObKu1uPPFCmNXjzr+34SAcLkkgoQyqtOJOS5cuODWEhsbC8BgMOTl5W3cuNHePnPmzNdee81kMolEti+cp556yo2I3H67Le9oSEgIgHvvvde+Kjo6mnW6f/bu3fvCCy84u6syMzMPHDhgX/Qc/NqQlJS0YsWKFStW1NfXb9u27d13350xY4ZGo3n66aevqg9czxXDMBcuXHj22WefeuqpNWvWXP88/2h4JzojRowoLCzcvHnz1Knt5Xz75JNPAAwZ4r36cTfaR99MxCWgphpyBcLCQeQ3tspyCQDElwWI97UWfQRgqNhr1haJ/FPEwf3bH7amZrdWlx/YlKIqCAbDISPwbany6bO2d/jKQmbrQFGSwuVBwFRyXBNPh5OknMD9PXF3PHRmBIjbkkSQPXrRd9zFbNno1k7MvQW9AmwLFs4z4ibwtv+Yf5pgabKlWgka8rZ9lSxmbN2BhQAEFveEPVxxIc/abSEEAC61meqE+CN6umT+GRNTzopCRWKdEF+6rvYoJdDf19ZiIaixyY+OarzYw1j31ikN6TQlijeHvCXzonZqG4qjzOBqniE9bHQ9fPynSU3nGWNDkC7E179Xe4r4YJH7HkNkAgDCOIpSEWyj4x0sTaUtZSzbWrOMiCJ//Lju9dDK3IDm21W+Xyb1CBUKeRNvOMJwGl4QTYpSaU/XLUFQw4duLbj4boP6qEwaldhrjkwWpbsR7tVjx+a2EMoz1CgTIU1hdh459hTD6K37b2oqPHz0iVG37/EMDjARvuViPJpnyb1s8RXgmfiO65NcJ/yFRE85cVHvOLHZqq4bJv2/jJyg1NfLHFWJJvj3oojO/lPOKWecUVNTAyA8PNzeEhERwfN8VVVVTEyMtcVTniIW276+rMYPicTxLeRmDikpKXnwQXf/mnNCms5oX3iedx7WLa3O2rVrR40apVLZbqWAgIAHHnhg6tSpy5cvf/PNN60kpjN97HA7VykpKQzDvPLKKx3OsyvA+wUxd+5ckiTnzJlz/Li7q96Obdu2LVq0yKrQ/sOm9/8cvir0SkJ4BAgCyFe7r85vBACeq9h8V+mGIdU7ZpR8l1mzu80sLzzP/b73rh07h1f+8pXqPTN+K8PvFcZVZ+wsB0CpgV+c71jkWTR+aKxf1qJ+x1C7oNlwhAEAMYUgSfvCT2rwcOPsebzCYREhU9KIXnEAcEGNRbl4fDeeO+CmGhYFpEVPPREy8ovg4R/GzSiWx9uqC6nN/B0XE+cFrqmiIxnaQ74kdacI/MUGrDiO8o5Vh4JEQjScFGfQSLWaZBzPglekqi01LpYDPyGxOUsYJSEAcCC2qnq9E3rrLl8Xj7VZ6tu8y4LOKVONJxj1O4bmX8wALKRML3A8N5ERiEGhICFKoQWZBBHYgbVgehQV7RQWnuZDjgyiAICA8gExpbKtIgV65G2VUj8oR9UIe1MA+FJuUIH0x98TxlQqf2vUPFJQyLXwDa8ZdGtN+m3mxo+N2q+8qx1pWprce/7gW9f367tSJrsxVluOM19opv4lOfyeaM2nwg+ell48yg927lBbu5fnOQRLMSuFl9s+nZsEUS20z/QM6meKrzfzhc38k2cs33qIzW84PusjtJ/zRDnxptfSsN7QUrarZtfjNbsebynzYvjsxo3FktgR/4weHCtWRYt9n44Y+HbCuOsf06pPrahwVCOx/nbWrV5PhqHAwMDc3FzeFSaTQxLQ/uBhYWFu0wNQUlICJ3I2b968X3/91W1DgiCGDh2q1+s736cdJCcnW3fa9eGd6CQlJb3zzjsNDQ0DBgx48MEHjx49aj9svV5/+PDhyZMnjxkzhuO4//znP3369PkTJ/z/F56J+6Q0AF3Bt/qiTfY2zZkPDBV7vQ5QWrahvHwTgLRih2i0WOLu4rnQ5Hintuw2m/IcQgTtl0auqbP2eV6pZB59ih41jsq+tWLCAx8M/NtXZayh3oT/nERVMwCojfjsPApd6gpRYn9l7+m+qY8JfGLsjc/kWXbWcVtkk4dFFKTHFv8U6JKoih4xxm3XpCUIFzV47wxMnX7b+YmxoJ81Tv6kUjY2u/eLOuH4XPMSVx3G+BCq4HbxmWGi0lHif/ake8iIFYPiq4NtdjULKdNysU0/mfW/tFsrFABgOMxoPjeaC1i21SqgpyPqxemNwpiW+1Xco1GdjyECECkhfhskeiyGHhVEPt+D3nWLUNx67woTKf9/Sn0fAkVrOIvcaB7RVH2XaXeh+bzt5JA8o7CUfrOvaf1eS0OBumm3uVpX+nrfh6aPjH1qWJ/va96zlP9JIUUkKVwnfauecCjD1ojecu4gk0UT1s/xrGB+ySB1SN8acWYzHXpJhnOuiaa+q/jDic6t/uTpoaKtA4W/Z4mOSCi/HRbjMaZDjqs9v7rshxGasx9pzn5U9sPt2nOf/dHz/B+HkKSWxt5elP3Mlex/vJkwVkbdgES9EokkOTn5s88c/92nn36akpLibKS5HvTt23f16tV2G0xjY2NqaqqbBaUd+Pj49OrVyzmDH8/zK1euTElJsatNxo8fP3/+fLv82d5t9erV2dnZne/TDoRCocFg6LBbV0Cb5t/Zs2eHh4fPmjXr66+//vrrrwEEBgaSJGm16QHw8/N77733bhbR9U2A/kFYX+hYDJAgLQCAqe6kW0dj7XFJ+GB4oLHRFqEuNTmE5LEG9+/1RCe/lbnI/bFtKeNEvTvtG5bJqRFjXi9k5p+zoIEF2DO1da+59dlZhkNVoEhkB3vm47FiV71jGi2E/L6EqU3DMkRXLkEmowYMIvz8BQ/MYH7+gddqAdD6FNISAAC1BhRpkeTu6moTPXzxr8xhB0y/O+3uhQuW5xNoZyebmESqDwlgaZJgaZIAEGP8APWCBk7PM6TY6jszHLbIx7f9POUBAi37vdRjMkoPG8OfYs9dwTn4pj4ePOw9dNrMniAjPkz3/p1HSgjLuXqWCbC3GC232GejMucLuGYZMKkEk0pYTYZuRb+pl5UnAeiE9Z8mPxtY4j8hYnonp3GdqKAz4XRiGogILRGk5G0S+KTEf9hXkQpS/rCPbq2JqeQYhTsp9Mz66Ybq6p0nTy9saDgaGDAwo8+KoKDbvHYzsi2FTaeFpDhBnsbt3M4dOQiWIeJ60HdOIhQ+SgExSkWp32hpLrPtT3SYYmaKd9RzBDAyiAwQuk+s4cirrotLlckzO5hrN7oeFi9efN9999XW1mZlZR06dOiLL76wanVvCF588cXMzMyysrKxY8dWVFSsW7eupqZmxowZnR/hjTfeuOOOO44cOTJ8+HCO43bs2HHw4MEdO3bYOyxZsiQ3N7dv375jx45NSkoKDQ3VarW7du06ceKEPSNMZ/q0Ax8fLzUQuyba83Pfeeedo0aN+uabb3755Zdjx47V1dVxHBceHt6nT58xY8ZMmzatfalyN64OARIsHoBNRag1MCFi8u54Ui4AQCvcM7c620KcIZfZ2hvll0PVfa2/xSz35pXyZ2IcuuZXEwVGDu8WMQfUnMof02VET6f8uaTP1YXa15n4+eccL65KT0vH4RqbBGRnGZ5IRX/XaD4eOFC5bk+VkeF/CPX/ICaYJQieIMYZUt4YkdHP10YCyLQMYUo6/9FR4pjOxQx59fLQKy3u21SZ+Kj20+jxhLlF7LJbxqOGBACAree035nM+SzpQ3h++gt6NjdTs1nGJlHSnP1Q6J+sSm83N6uBwf4qNBoRp0S/oHbyIDBqd+JFCC28WSDgmgVcs3N7vfmwleXYsRtrJ2B6e9O4cYhXSGuchNXBImJsn3fLy9YRIKKjpkRFTQLQ3FxaePlTs1kdFDQk+p+TeBP8BESPXcZLThfqhJDW/4NnOUsLKVQAAA/CzAHQ6Qp+22VThtbVH9r+2+C77iy23yB2nNPkvnhqaqWhGMDf6ybec87moePPnmL0TYLH5wIwHLZYyhwT3l/Fzd5pKmd4AJESYl2m0Fm7w3MWt9BCi66Y5xiiwyzh3ehimDJlCsdxr7322nfffdezZ89169Y5h1xdJzIyMvbu3fv8888vWLBALpcPGjRo8eLF6entJTtww7hx4/bs2fPSSy+9/fbbJElmZGQcOnQoKyvL3iEgIODQoUOffPLJhg0bvvjiC71eHx4ePmDAgA8//DA5ObnzfdqBv39HibW6DDq4/SQSycyZM2fO7P4i+VMQrcCcdABGvV7aKkxRJv1Nc+Y9c+NF66I4uL8s5g6vW8fETM0veFujPXe85/vDTi2VGW3u5KdH+g8MFe2o43xo5IRTgSJifK75F6s8hcYXg8jdh9hEPQAIe1KCcBIA31APQwsRHIqO/ND5ehfesDPAt0YuCtY7xZ87v5s3F7sTne2lWHdpIABgWL023GhemBQFYG8DN+mo+fBgUZBdhEuSRFYsjp11bBsgsZuI+IY67koxIZORPRLbr87YR0leaXF4PSIkRGSHyYIpiJIo0wXHVsIEygvn4ND4sZGp5ABwOnc6RQeTknsu1H9f6tzYUrq9PaLTZMayY6htNQ5nhWCW09OnqhnVLQiRWhPM0FFy0xWXrRVDW5qP+pINHrmRfNyzA1gEHXvibhReShSMOmgCbEzxuQQ6LnpyXPRkewedLv+nn211HgouvlfT44kBme8LgfWZwpmnLMc1HIDne9BPxNIAX3dgofrYCgDioH7h1Dv0Qca/ycxHyeuHuH+PVlb+4lLF7KIGW64oywtn+N77SfKaWkldUpnDyUtwIq6olG/SEQof1jVV4MJE0spy/CzMo/lVzbkGpCkwMhIyAYAzeUsYAeROJitxUL9ultM10WHxzpycnLZcFp7burW4LSYmJrq1DBo0aN++fdc2MSsGDx68a9eudjpIJJI5c+a0HwHemT6ek7dCJBJ1/QKoVnTfgV0dpMg3asohzZn3zJpCcUC6Mu1xog0nNE3LRo86VFj4sVaXX5ndGG8YTPICJKqgFGYBWa3fnXk67hdXEe6X/eiVtbwgjpINF4AxW776nMs/D4BQ+dGTp5LxPb3srBXxMpcXfrVY8PnoxIUnilGsQ4hM3WDaGOpvJInb67Q9mw1e5MO/lzsvTS+r+WdiFE8AwJUW/rc6bmqEE2vpG4ScnthaAo0JsT54KBFiCgB7+ADzgy1vKRESJnx8jr3ilSdeTxac1nLFrXadd1IFnTFh+UwVaz43WopZAMKelM8UL0l0mFrOynLsIKUE18IDoAJJ5d/ErNDd0kt6tLjgt3Iry2FotVlUJjhZIyiNQpQCAL69aMsCAGB4BB7oJRurMJ7WsVrb6RLHNUonRopv55mzBD52GTUmvl8U2bO05aK95dagCR2egavAeTV2V8DAINkPI92zTY4MJE8NFX1dzhpYTAylRga6e+7OnV/hvHjx0gcpyf+SSsPTleSxIaImBlLKFjCnOfNB3fGVP8qnnxf1GV/K3X+xxboJUaqP2BxD9xEzlMNvy7FOZK6kCSuOA4hAaIQmtLc68eERT5IcAYBgZQJ9f8LiCwCfF+LxdDrUMUOWwDkFACgY9sSes9EtBgAoqecP1BCvDoCYKipeAxkSdBByAGChqKih717HqexGN7pxA9BNdK4X9WbeT0Bcja70qkGJ/fwHvNCZngKBIilpXvt9Kj2CbGojSdVkG3litm6zshwAfKPa8vU3grmLSGWb10mYmJgbR79d5DAbTB7ij3EBAM438WN/1ZWKbCN/c/zi/XIPAanBpSXEaBFznKE1Vb/JU4cxMhIjI8FwjtdnS4ud5QDgqyuZndvo8V7KbFmRICPODBNvrWUNLIYFkBGdq/1EqQj/eRJWwxNk57x7pNGs+ArBhfLMVHnY34QRElCguTRxUD9jrSOSUZk0va0B6s18VaE+FVAHfVcX8qm1UZU7KyjqI5xX47dSh61sVznSA8gUf99/+ZgPM1yDRZAgFKdHAiClhDBLCqTgY1sxLwwMoYdEL2lev+zsw/na4wByYp6ZHH3jsn6dqcfbrdVMLqhRpnexQgEA0pVkutDE7N7BHyiy+CjpwcOJSEdUl17vXqZKry+yZnQEoHC6EpuKt8wOWr9HMhrA3foCwFG4TagR+zX1rPU9Y28JDRvt2PKQSzBgrC4mrT75YGBRT32QsKkfwbTW5zrTiA2F4pxehkOMuYgFQPGIZlFC4bGSehvLAQAQ6hZuZw15RxjLGowCnPODwgwATUI2KTijo1PWjW50449Fmy+w+vr6xYsX79mzp7i4OCoqavDgwcuXL7+JfHJ/ArbWsk+esRQ18wDeShXMjbs5WGO60v09ne3nJDIodkkzarKcq/gkm5WViQJ7Bd7yb0noIM8B30oVDA8kf6/ngkTEtEgqVEysq2C/KGWPabh6kcP49Gxq7H1ZpPv3e5wPTtfblw6pFAangkTDA9oQ6joZCbha9/pcfEWrqYPnqZ9KBAeqoLOgTwAe6AU/MQA5jUlh15KMi/Jtj+LQQSQdRjKVHEijPnwUKz4JHoYj0Iesjpy0h4CQIOnwO3+uP7jIULmfkgb59X1WGnW716E0Fn7QXlMOxD3EF+0sB0Bj1cfS4gny4hQ7y+FJEyu5ZNp06te9Yc8GDLEo/f7RRzgvwfVSzApGmj8qmqESWfNWJyjSPh90TM9oJZSM8qxBcT3Y6WKiw+FqTO0JuasDlOMsX3zIldgIjfnMSeGc54hwW6JqlSq9pnaPc3elsBcKGiGhEalw9hgeJVKtLAcA45EjLjV10aGGeS0tZXJZTN++/1H6OJU9b2EAcIJ6ntYQnJQ0hbxy9s4TIcfqeoRGHnJN4XOymnigl9/TEuNphq3l6AjqZQWmnzQPUrs7+5iLLcI7EBw0tKR0HUOgUQQAoSG3U2R3mcludOMvhvdnXENDQ2pqanV1NUmSISEhBQUFBQUFW7ZsOXHiRIcFsP5HUGHkxx5yPOyePmtJlBOjg26CDPHBIuKTPoJHT9l0BEMCyHnxTpeBk9OHobRVARsAwAxDRW3pulviHr4iUHhJqTIxhJoYYjv2z0vZmSe9aD4qhYKyALH7xjk9UNqERiNAIERWendiaANRZeTjZMSqVIEjc0wLgw2FOF0PmsQtoRgajt3lqDMgSkFkuERy8QChao3D2l5G/dqqiTlVD50Z/8rsxBlqPXxGf7lotb659CzX50fLPQKKfDCCuiu07b+YhOpRsfY7k77qe1bsUPsaqnP1l39U9LwPAFmuCeDuIeIepPoO8MwPZMc35eylZv7t2ND79JfcblFDxT65bz8AIBhGVsCKikGwtA4TdCWpNQVDUmY/e04RKiZcXH4AJDQS3EPe5LT3ILhOoaoZdQZLmKxWQYU70VnozDxp4IQ1AEGagwlOBJ3ZjejwFWV2lmMFe+QQfbeN6KSkLKqs2q7T2ZLGDvH7TLT0EtRGAOjpiznp9kQMdSET0GqaWRcWkFPhYMwIlYUOHHYPPdli0QoEHoeZ5Mec/pUV21KAEGJfCWkYVB9DePBwvknNHTtM9c8SZ9h2Og2Ik4lMpQq4FpZlVQoAmf3fMZrqamp2Awjwz8rO+hTd6EY3/mp4JzovvvhidXX1uHHj/vvf//r5+VVXV0+ZMmXfvn0LFiz44osv/uQpdk3srXd1q/DYUsPdFEQHwEORtIXHcS13ix85PdIlyy+VfSt3webmaJFccdtQX7S5/Sgh1tS46+zxBItfoSDJc224m5+I4fDROTSabPYJCXVfH/kUmlSbeX+3qN0vLuBEaxGuTUXYWQo9AwCHqomjSqpfNns817qSAChZKnaXI8XfpW4XgCId1EarUadDmM2ardsHWl+3NBBHTXhb/N33leynfYQzo9v4l3mYLrLgYfBzd76YNZcAMFs2sntt4kF2/++Cx+cSvqrWTbGxij2o5kLExPRIqtzAA9AJ6EU90/9d7zIUJQ1CUiB+kVhadnFClwOMMarvqz+1Kuy2H6pYd6JzTeDNvP5ns/l0vZA7LAgwkv0jMOg2gMDn562pIAXAe33o7zLlH/f6P/auMzCKam0/Z8r23WTTe4UACZDQexGpAjYQAUFBFAT1qle9XK+o2LA3/FTwXsUuTVBRERVp0jsEAqT33rbvTvt+7GZbNhAEFTXPn2TOzJw5Mzsz55m3PG/qaH0wADHaxFl+cPfASldRUa30Hs0mv5Q1yeRRiVTIwydOOFpe8a3dXh8RMjRoWQMaW7yt55rwdaG7gMnALoNQ6Qqs3hgdsiAz9YWS8uBGm9Q9hMzs4jT7BWA5gBTncLMcABLrqtYn1ZRLnQeTXA9NF+Sl4tZTxiOZXIlABVOa8ay8OzMslBKmR1pO1qkE1/W3MBHs6HAACkXEmKt/tlorJUm4jNXBOtCBDlwKAhOdbdu2sSz7/vvvh4SEAIiKilq1alWnTp3OH+P9t4J/BQIC+Z9EIL6Rk4btcpwyigDeKxJKLHiii+c2oLqms3Pvsn26DVaLQ/Av1yrx55OHMuauq/humjOYaLtq/D/CP3cQj93+1e6sf+GEgzUo8qoqUGjA4RoyIMqf5TgED8txHYn3zJMFzcyksSS1k1SQB1FGH9aRDXVAHQBEtlL3aneKQG7eSrdRAUAfYVNnce85avBr+XxbRMf8g8O4yQHgwx4Zt/kGQpkLN2vCrsJOz+MjNTYI239irndlG92fy35S5Zpf/++c7dEMFxv7STW+kE1L5lyBw6wuSddlBpSMND9RfNv3mgAAojgjgMuVCWFYY3ccrNQpXwOACrBfg68oZRKu9ha8XnaM/y7OegfyDvXJDGNZ3rDPuwc+9IysVfwaiUvwaZJAJfsI3tO0IiF+CgCUmdDoaznJ9dyTmUHUP1OZV/Nd8WEne0Uzd8XVGZqCg4MZ5nz+OLG6sq1VjoaNjKIrxUUDvKAoFZR5aICtlAcgNAmNK4TQB5VsMk2HU/Q/ujWujib1ZilErZwSzMZ5nn+lMvo8R/8NIbYlAduBDvytEfixyMvLS0lJ8fZSpaamRkRElJSUBNz+b4iRoVSyyud1Pe1PUtn4pVzeyXKcWHqGK7H6TIxU13T65gUG20JiXOC3rzpxHNqAYG+s+G6ae3Gk5fu5hjcAhMvIw52YHUPlD6S2mntqLP4t1YGIlNBq3vabOhtsdJ/+zE0zmZIUUu/1Kxh9M6uTdOeprO4HozHXryVaPAegtlVtcDecCoEcwYtRN+xUjvVeZa3aU/WFf56qVOvS3jxnIZ9UeS5OoYM+tefYrOpDAEyU7raozSdkU5SRg4IibonTvs/kMJAkSQpQQB7AXm0SgCm/KgLJHwKs+3kF65MBKxzaL50u89twYJ1YbLPvNRghilKtT8iU1FDZmnYRjZadcZt7kcrqTQ8OIIAJANpWCYY6n5ZXurMHRsjf6sl+M1C2a6hc0b5pnoSFt4FzSMYAACAASURBVMl5Cc9rsh36Hx36bYIyDwAvJHuvtx5y3VTy7oz+mbCg5Yn6Z8MUvf/g+Dx7Nl/3tKXqH6a6py3eWucd6EAH0JZFx+FwBAcH+zXq9fqamgAfkX9PhMjIlwNkD2ZzR5ulRCVZ2pXpF3wlfUxJEk43osGGBC0SfXQdT7YUeVAI4ozyukSrvSY4OGG4jxidvDsT+qDSuq8vZfmvyfGE4KhgNLHhQ56Xh/kUZ/CGvfaYX0sf257UGLKmr6yP75URJKwq4X+sFUfxSn8m1VLEFKcacKwWMhqDohCnQVowzvmbl9xoilW5btYKH2U8WDhhZAx1qJaYOHQPxezABfwCIijIP1eojMqA5MnS94cEZ2VNAgigF0RufKhxybzm19zrObrRbw8SGeX8J98sQSLe1/+cjfoif929Vb+cVUZ0t1SlW+JkpfeQagEQgZPoHkotDHAuK6IGHY7JeCmVuTx+K0ECQBH/YUsyqx/PrFQSAEqKAkWR0DCp3uNsI+GRAavZU1l95F3TxcoKEhRMQtpOcQiSoV8kDlZ7Wq6O99ukXxDpa6qQmkxEHS8o2qXQTyUmU+k9xdMnL7ypJsRSe613g+QbfkZ+fb2jywa+WmxcYfP+P2yJiom6kl5HHejAH4o/R6LQlYmeOurHwVdWSsXqcuGFXL7BImzem5Ne0cIMJiRiaif3NqkqAkAjCLt3nexpsADA2VKcjcT87t5dsck0m0zrcAek23lrDaOKDKAE7AVaGeHXMig2+tQohVySIEjepcIXneDeLeIBrGeC4iL1E6tbptLMMPQKA4AtJVjbYlD5vhgP9sIdGXj/tLPK6akMXUmTaUK5yyj1WjoTESTc4lwIU8LgNREFyYRpqdxNyQpG5qfmckF07rSgsOjThgZXKvgO9rZ8ql+6lizv0cbMRlyigoyEG6ukDVGkgvaRtBZosz2NlZ9zxYATVkd3dqWwdVX7X9oMcxWATHNlprkSAG1LJCavPPzs+o92FEydPY/ZtEFqagRA4hPYm2ffExZ53+WTOSAyIutM88UxDO2TiEdGZuBEDupcM+uJYPJDNNVFpRys0wFgxk/mPvWE8THjJ7V5AIXSz2MVGPPSkajFqQaoGVwV51/YnHNw768UC1x3CzXtFiQG7tMq4PNyocQi9tNTEyNp9tY7xOOHxbJSog+he/cXi/K5D3zkhqj0HvTAIQhLFZ7wKeUhz7jiDLf2U/6qDfZTQgfR6UAH3OggOn8dfF8jzDjkAPCPgioPywGwuRgDo9zGkgc7MV9WCVNPVrtYjhP7qzAqvnViDgAQilFFXfDo8pBu6oQx5hJPsZXO3RbK3znpCq8ZEIXZXaBkGhySk+UAEEEm9+/2BG94QmdHjBoZoSCAKHlYjhNfFeCRvni4N6w8GOqj0pIXSxzDqsUUs3RMTx3XkxVCy4v+xhS87FXc4LoUEEDCxbIcAAyjGj92b2nZRrO5WB3cJ44deTuFvsEU23ZPuunyxndtfLn4XI6olFN5uqHwLUhP1ySxTZES2wBJRttj8XIOlmigZrt8lb+YU7wQ64pd7Wqtub/cJ7+asGE+HUk4lVf7ZWzkhgceEasqiFpDwiMA/PoZWABfL1JaQvlGiwfNVjS/f7VQfY6mXDYV5topJDYED/fG9yXVFYbv1fyLGfTEcN0LKUkqmoKzWEdomHDyGAihe/Yi0bEBDndRYClMSMSEwOXT+e0/uVkOAHHtp+TehwF/a7SBx5Bd9myDixzPiqM/7iOjsvpSWX2dLVTnriQ6Vqr0lINmRlxNklIA6BcxhtU2oUECoJkoU2R1vDP/IiCBbI1otzDxH4Unn3xy6dKlr7766gMPPODdvn79+ptuumnx4sXPP//8HzU2QkhOTk7XrhdhO/+NOvFDx0P718FnZa75PtPQKval2IgKMw7XgCLxg6IODg+tyPHTDSSoMDuJjiih2CrpWQS3SzTY3QEVM2lDw+GXrRW7GFWkPus++QaVJ4h4fxVYgrnp5TYJgFzAHWXiwEY0MdiZHoSxXqEzxla1MFuMB8684nF6/Ysl5bsiKXfwyCh9Cz/rFoJnBmJ/NXgRvcKRGgTHRRQ3sB3izVsdolFiU2nt9XJazyYmuKKOEgHkNuGTYjTakazDdckI8jfm0aFU2GIVXyWGSfgkmgLVt+nkO9U/L3SuDau+VV2dDgC8l6fm+2IUGZk66/PAtYWNu0Pl4fSJ6xuOqaIimGFX8T9ulhrqSUwclZiFTXUAQASJshJRmRMk21RXX9slNTwpJeC5iAW5UnUViYg8v7A1AHuOYFhtF+pFAKrhrO4mudu8RIeQkIdCxObFUuFpcBZLWIQ8OQUAwpSY1SUSuA24rVWHJDaeaRHFKbRIL+by50xiDx31r/gmee5/eVOZIqKvrtutnsIIVh57q9BkR0oQssJa9Xc+OLK3+dE7qrYaUf6xwO8U8m6WA+CTMuHeFLG/txeSYahe/YTKMrdtjd+xlU1KASBPp8OfVAvNEqUlpB1cssRmX11TZ5fECSH6vlrNhXe4ZMgzaOMG35buV5zZ6cqEdwHwPwsWL1788ccfP/PMM7fffntQkOvVx/P8kiVLYmJilixZ8scO78pEm0Tn2LFjfpSqoKAAQECedebMmdaNHfid4RYZLlK1CuH8vtgTv3KgOnxON1mKBse9t5AQowKwp0Gcc8ThrJ44N4F+N0vmnyrVNihWEzZwqWtBlHDYN0fvZD0kdNFQRMKKbHF8jeuzaWolz/USbPH4sq6+mRdGBgd1D1G4dFOcSPCZLUbpg17tlPzPvEIAcXLZy6nJnZVekRnRalwfeO5vC3Z7/cFD99qzuYyTqwAQYhSOVRjKg/SPdPIYSUqMeP6w5//8ZjzWL4ChiAIT42kM7nGXrsstnKGAOc7SJ3wzfZwJ1mVm1Lnirwc3GAc3GMUeGumaSfSAIZDJZL37QxRBUeBFnDoiVBzlNa6wkiQuC+jSwPHhrYuRSRL32QfiCZdli8royc6eFzBQBoBokRrf8gSAW3ZyTCylGsICyDFK6ysEXpJuiKazsnoCkAyGgJ20hSq7dPVuu7PaxvHqqht+uSrK4Uq8N+VvjL32a4DA6MBzh1HdQs2HxWBOAGGCwIPnLbbm42r4vJEkdYBKw2dM/hrbp41S/xYnGGcostedJNm7GC8Ponj6pGQxE5UaAMgFtCLdOGAwDTjieq4eLyx5t0unO6N/c+ExJpLSL1QaN9r5KpGJorTXy5jIDr9Vu3DPPectqXtFQqFQvPnmm9dcc80LL7ywbNkyZ+OHH3549uzZTz/9VKP5Pbj1bwqj0ahqW2Ps16FNomO328+ePdu6PWBjB64EXBNJr68QAKxMjJpTUpti8eIKvlG63OaSuL7d9+gqerhtP/2i0CnYJmLWYYe7DtSqEqGLhl/c+TKZ/QgBgYzg2zSm1092QswAkSQVgNqfbcMyzhRYXQPePCFi/Kct+X2hCkzr7NfTA3Ex98RGVzkcMTIZ3cYU3n7s3T+vrOyr7lXvA5Axh9XyLwDACMfKrrL58+FMVN7tS1PKTMhr9o8XCQRKppWHZYKUwU9gzjlqHQvvLCUJVJfeGOblpnFK2DGUNCuMf9sTPPvSmWNlUTE+DK8F4plTbpYDQDx1Qsw+TvXIAvBjY/6upuJQVjk7MiuEVQLgiv0ZgCNHUA1hN1cL1+xzGcOeOst/3lc2/eKTCleXCe576RbDSjfLAWAq/MZauU8ZPQg/lnpYDoBdFRibgBh1e/rnDUUGzXG1tatblcemrRPdcpFe6KqhAJ9Alm5a121zYPuyoOOPOv/X6NPCGsd6AqbsdqjaNRI3Hi0s9l58vLBkXlTkb1ofxgl5Bi3PUP1t08vtonjAaOIlaaBOq2yl+vjXw4QJE2688cbXX3/97rvvjo2NtdlsS5cuHTZs2IwZM/7ooV0G/BZcLfA9IV0kLvuwOvArMCeBvj+5JIW5O0x9/axr1pwcr0NE4CQUh8Fhoun+w3rOy0p9Oi3+uv7dcmZmAMg2eKpdOvFDjQAANVaUGMG3Lj3VNiiCQb6RPb3DnX+vFoxaxbvBqmeDVc9ole8TYi6ssblZDoAJVI3lhUGYm44F3fHkAGd1bj+whMTL5ZfOcgTBVlb2FQBKUBHK6GI5AACp+IywuyVWxtzKoda65TzICDD7Ik1vUcX4tBAgzT++xAmxMM+v5VVwAWdQqbLCf9/KcgCLC34Ye/zDp4u335+3uffhd0pszQCoVun2REEAPJLjk6L8yOmLOdkWVNs991IsX+y3lmsuAODDcpyoNPu3tAE2KMXO1lSErzarciyKokbdbnMm77Fd2QR8ehaLd+PRvfefLeup9VysW+JoZ/bcmpPH3CwHgEl5zqxyfciRyGgSiDOdH2ctPvoIVQ5HxcU4Ty8Vf/0pPgDyrLbMQ8eGHz056lh294NHj5nae/9cEGvWrOnTp49Wq+3bt++aNWu8VxFCsrOz58+fr1arbTabs+XQoUO33nprZGRkenr6N99809DQcOedd6alpalUqv79+x85csS7h5ycnAkTJuj1+qioqOnTp3t7RVp33hqvvfYaIWTp0qUA3n777YqKijfffNM76ogQ4t3nmTNn/GKS1qxZk5WVFRoaeuONN1ZXV/ttf55zLyoqmjZtWkREhE6nGzVq1LFj/vm2TtTX1z/wwAMZGRkqlSo8PHzy5MluK8n06dNDQkI4zvNWefrppymKcurXeI/kPJ1cFP6WT8Yfi+N1ePogHtiF5cfb/05vD+ps5SUN4yOpVUHUNuDN56PmWPWBqUluiBqAjabeT4h8vGv811H6XLP4UanwbpF/+oaWAl45ikf24MkDWLIP+c0XMaBbumB4LHQyBMkwOh43uQwz5MBahi5y/s9QeSrZ14dC/We7M3IRQ6PRP9Kt9/+bwTUZN+h/ZEgriuCuVNC11ZyXehH1E6ziMcsNDVIIDQAhclyTiCf6N0elG85qzYwX17khpc1uFf6UJF4XBAA7yvHUASzZhzW5sPIASIj/UElIaIXd+GLJL+6WYlvTspKdAMRWb1F5TxrA8WafO6fIIo3abT9qvDhaOdirhtpZeXe/tfLwTAABjDcxagDVttIXs+9auG/YspPzyiz+JM8JQisir3rbwdbWBf9UE7KpJrzuIfXjU04pVuXV8A4TPszBz2Wos6HKIt+Yf8hc9V4v2eNdmG8Gyj7u4/Lt7sjZ69enTVYFgETFsDNbRx9dGN3UPp8W0TJZjKyVH7kDlxV35+a7+WWB1Xbn2cB3y8Vi3bp106dPz8zMfOWVV3r27Dl9+vT169d7b/DII48cOnTo9ttvp2mXsXPOnDkpKSkrVqyIj4+fPn16VlaWKIrPPffc8uXLa2tr582b5963uLi4f//+Go3mhRdeWLRo0fbt2wcMGODNM1p37oeEhITHH3/8/fffP3DgwLJlyxYuXJiZmdn+s9u0adOMGTP69eu3bNkymqZHjhzZznOXJGnixInFxcX333//0qVLOY67/vrrRdF/ohFFceTIkStXrhw6dOirr75611135efnT5/u0hKbMWNGY2Pj9u3b3X2uXr16zJgxCQkJ7e/kotARjPz7Iq8Zy1tCY47XodKMJwZAcXkiB7dUfFJpLXIvFppO70s+fNVZ/wkGkaodEzqjBgAIpFi+2ErUy3Ij9zcGYEVzSmtwuiV3qNaK/53CssF+udDbmpp3NRmiZOyMyHCt92OpZHBbV9zmG9QlCOK5094NrKzwUD8rfFVyUpTtVfa7RNC0MjZ2Unn5N2UR74eaEtJMPmuJroV2DIlGkQHbygAgRIFpnRDcPmUBSSz/dqopfyMAxCFkwoPho14GABHWgyYARjbewkTSkl0KUoZOCmzOAUCl9yDbf5IaXb8F0YdQ3TOxoxwftbwcK82oteKenlT3LBK7zV3ZlETH0Jl9cs3lfh2etdQBaC0ux69dw5eo+gZNONTsY9trLtv9edmZlP7d45OHQxTFnGypsYHExlHJndAGJkfR/0hhlhfwAD7TLrhD+Cqkeb9zVUiff8lDuwPAmAQcqvG4VkfHI1pt4pru3T/KyW+ON/5yuP7ndwftDZUHSP0L7rlQGTPYXPLjT03a+c2TgxvqX64b2ePY4XxA1zQqinqQiK6fiTlQdfvkxKbjK5q2vlfEGdVJE0MGPpUj+PfJDr9BlnG/uzTHxeL5lKQfGjwfuMtSEn9bv5UkSJLkCev+W+Kw0eehPWQ0WUWxnQ6s1olX7nyfp5566t///vdzzz0HYP78+REREU8//fTUqVPdW1qt1oMHD3oTkTlz5jz00EMABg4cGBMTc//99z/zzDPOVXFxcZMmeaQWnn322blz5y5fvty5OHfu3O7duy9ZssTNJ1p33hoPPPDAhx9+OHr0aJlM9tRTT7XnfN146qmnHnnkkWeffdZ5dn4mpfOce0VFxenTpysqKqKjowHceeedCxcubG5u1ut9Hpn6+nq1Wv3666/Pnz/f2XLttdf279/f+f/48eODg4PXr18/ZswYANnZ2adPn3788cf9Bnn+Ti4Kf+sn5A+At/QZgBorzjWh5+WpCd9gr/ZrKU0tNKiCdBZXCszZuK/QK7TLpMfmgvrwF7ux9tRrtbM7c6cBbKu/5mT4Bxbico5GyUmSityXylz/X18jR431xNbFDWxOaGj/mOi5DBP0cH7Ry6WuSfSl0vJfevWMlJ1XQ42iiEbrXduI0jL/6hz3ycFa5+KgWs1rJfH8HkdzkqCdKKN0xHaS5wpESkeUAxlKdfnnjUED3jtw6O6SkvXn0t+KKZymqfUcgh401PUfAWZ1wbXJaLIjSsXXE/tWjsihyGRKaZwwiEkq0kMX4N1qOPuZi+UAABpOvqLpdqMyerC3v1cgMoHIqPNOiUQXxM6Zz//wnVRTTSIimTETSFAQdvvm4R+thYWHipEtvE84sNeZdUX3HwyW7aLyz2ZKF4IAEN8hM1Q55SgQdtW+2Ysa1CLuTCC9WDdvsmk1AMvXKE+YElQ+mC0tcl2iAUOYG29ua9hv9GAfSGVyzVK6VhEr320u+p4zlSoi+yki+ri2UDF4rD8OVaPRjk5B6KIHsKvma28rTqW1aGvlmmlJ9wU8hDwsU96UlLz23DlDXm3KAoZ1va8NwT8zXGh4pUuTsrxZaNr/NrvPFXzqOPYGZyxxRH9wuikz3eH69qhjE1Iz5xNNyytblGDh/Uuvnxe9NOqKwf3W19ZbBOGa0JAe6sscU+mG6DDWbL+3OedDANrOUyNHraAVl+c18qdDCMPWcx6+HiWTKdodppOTk+PXkpycDMBqtWZnZ3/55Zfu9nnz5r344ot2u10ud1Hne+65x4+IjB492jWGqCgAU6ZMca9KTEwUBI+9fOfOnY899pg3t+jXr9/u3bvdi607bw2ZTPb2229fddVVK1asCGllxz0P7Hb74cOHV69e7VwkhMyePXvt2rXOxfOfe2hoaHh4+K233nr33XePGDFCr9d/8sknrQ8RHh6+b5+rGkxTU9Px48f/+9//utfK5fIpU6Zs3LjxrbfeYhjm888/1+v111133UV1clHoIDq/LxytrCacv7foV6OHfvDqote8W5K1Sd8OWBBbN0DO6aqDTxjUpSmRs8FQOuDACHnOR7fJOJdx5SrLd/9seOKZ0Feci8PsK6bbXo1XXSupbvObfs+Uv+NgjWXlm0pKv0nuv8nNcgDkWW0vlpa9kpqM84AQqmcvYc9OdwPVq28Ptap4YN9VVTXKcnLrjmAAPES+QuSKBTaOtu53uXItO7jQfyqpoMvMdRSKiOFD10kSD1CE54Vd28XiAqILooeMJJG+ico6GXQy636++WOXqbzyW8fk7lSOBgBmxNGf9Pav7GSr8XHMA7BVH1JGDyY05D0Y+0nPC1qefoGHkUTFsLfe4dtXq5vHxkPFgJXRQ0Z4N0fJNE/Ysp5UuIwNKSbFf7YHo5ckz2LM21yXV8YcVcvXOf/vdXRr1ay0280p31WLIyxbnCzHCVPJF8oGKwuXLp+wfzfdbyCJD6xzAyBJRZJc9JRWJ08MsIWMwmCf69zkqIVv2c9Gh5cmuyhKtdVgWBIaBgB1Njx3qB/Asw2NrE/6p0m33010vg4PTjjxoXdYuyl/4+sDH5mT9P3o6uXp3NFmecrVox5kNLHgOclkIvubsTYfACKUmN0V6e2dSKJlsntjf/NaVzW7HnSyHADG3PWQxJiJX5x/l78q/hkfs/CcR9Pyntjo9r8g2hJrqa6uBhAb61GBiouLkySpsrIyKSnJ2ZKa6i9NqWjxLzsNRUqvXAE/01FxcfGsWbP8dpd5eTlbdx4QTpfTiBEjLrShjzhQZWWlJEneZ+f9//nPXaFQ7NixY+nSpbNnzzabzcOGDXvhhRcGDhzY+oilpaUPPvjgvn37zGZzz549Y2J84hFnzJjx3nvv7dq1a+TIkatXr545c6ailXf+gp20Hx1E5/dFz1Ds9HUidG7TW3GxuCpq6g0Jd20sWeFcXNTlhX4xM4oPPlAS4SlXFB3dUoPJUilryvbefYhtq/v/CPseC1969txb2ujgrmevakmGRnHkDgfrMsY0Nu63Vf8C+Agi55jPV/XTCWbidVAqxRNHQQid1YceOQZAgkL+RFK84aDdAk+EGl8u8uUeaijUi+afHdobfhM1akIYAGBl9Kix5/uSEtH8sSewRW2U/pMnzs6iAHxeJoyPEG6N99mb1Sb4dcDqXJwgaKa8+TM4uQ7VU9RNkcFq5b/9UszJBk1TvfsxY66B+6vOapWsFqIP8UkUzwhBuZfdPkZ9ntrsSw8njDFiR2RzhJ2dVhSh40RUWWSp6uA5CtN3Dr5GVMm+895ev+2bJbMe/K7a3oU74dcVx9bC5nkRi5XldHxisUXaWS9qGYyLoJWX5oztqR/q5x7NCnEVw5IqyrnPVkm1NQColM7srfNwwuXOowT/G8NGuQwq62NC/52e+Hm1yW+DjK/e+WX+0p8zn7Y3nL667hNd4Vv2Q92w9wQAIqoYWQ/KEYUaK145ileHIegKirYxF37jvWjM2yAJDkJfQSP83XBXTFQEy35eUysCN4SF3hIZful9Ous8lpeXuwlHeXm5u90JtrWyQ7sRHh6+bt26AQMGtLXBpXQeEM7xO+E8i8rKSqf5CkBVVZXf2vOce7du3dasWcNx3KFDh5YvXz5hwoSKigqlbwaoJElXXXXV2LFjv/rqq8zMTIqicnJyPvvsM/cGI0eOjIqKWr9+vVqtLiwsvP3221uP+YKdtB8dROf3Ra9w3JiKDfkAEK7E7K5+RQovEQ9nvHNL8sPl1oIUTUaoPBrAyBFfHzx0j9lcAqBbtweTk1zFEijWP4XPRLkESNKF7f14l7flEP1s2sKF1I4a2PjS4F17g1703iVKqvcjOl1V7Sg2xLDM2IkYG+DjXrJcIIOPr/ljUvwcuYL9lEBkkKX5z+FdvGbPvQ2iH9HRBU9Dc7FoazLqdtmV+YrIvurECc5VlJboFygkHharxc45iIJwH38mZrvcKMK2H0EIM24SRJHfsFo4uA8ACQtnps2iEltsZtenoM7mUmWM1WC+f30uAK/n868X8EYeP9nJkNqgIbVewc5KBoCiL6Poy3Af/lc87RMaL5WXDgqhVmay3+z252qMoPNeNAaHfV/uUuUG0FlNtg2Vxyp+veEtI3jAgrRnV55z5UPNSvnXgDBXNVlu9UdOlgNALMjlv/ua0bgqaVCiWmMYbNLtcffzWdK8dxL7OyhiZGgAvyhHd+I8rgoZF0YLGu3po6MTtlRtnS8ADmsqGl08W6IsnG6/rGEcERUAco5WfJRAtDQ9MzI8SeHLqBrt0LA4j2b2bwHS6nCXnIH458WN4aE3hl9Oz51SqczIyHjvvffcQjX/+9//unfvrgwk6PAr0Lt37w8++KB///5OS09jY+Pw4cOvvvrq119//bL0D4CiqLKyMrfJytvBpFQq09PTV61a5YzskSTpo48+8l57nnOvra3NysrKzs7W6/WDBg1KTU2NjIxsamryuzKVlZX5+fnPPfecW9LQ7YRygqbpm2++ec2aNQzD9OzZs1evXq1P4YKdtB8dROd3x8QkTEiEkfuNPhBjVCkxKo9iXlzs5Jjo8SZzoVIRzbIeLTVKptV2vsmYu87dEtHj9mfDWcPp+Rm2Dwk8dhQxK4jqGwvAmnuQP+hTNLtTWP8H5NrXylxxPKlKxb8SLknyX9aFth48X+1lbzm+3w3mbZzxi5YT/85/bYFXGEaM3+x+op5+I0ePSQBCq2eZxhaqbpzh99lNGBAa4ACOc7McJ8TjRzFukrDrZyfLASDV1fKrP5I9+KhL3UdO4+4eMHGwCQgLYMv5qFR4IJsD0MVkFcxeF1YC9HLIPZyMmTrD8fxZbyFpotXBap2fpJxeOrW84nVK5rLryG1JalMvUHanmW9LcJcPGhI35nh2zDVLj57mPuh9gdtbqBdtxwQIkrwHw0T7/6y3pf5nUtztpeZzsarUcIXrppKMBqnaR45IzD+HmZ4Yz+jSf9VGvWeKO0YpNUEZ8xJD/1F/zHPWTT2f1Jw9bardCkDGhYU3jQMAQajb/6TS3ENuS5BL/tOYxDYQewyAR0pLvgIN4NHC4oN9Ml2Sx7lNeP80aqwAMC4BN3U+bzm4ywlt6g2Nx//PvajrMoNQV0B90b8QHn/88ZtvvrmmpmbAgAF79+5dtWrVunXrLrxb+/DEE0/069evtLR0woQJ5eXla9eura6unjt37uXqH0Dv3r0XLFjw6KOParXajRs3OjO3vQdw8803V1dX9+nTZ+vWrc5oIbfv7DznHhYWptPpxo0bd8stt0iStHbt2h49ejhjkrwRGRkZGRk5c+bMadOmyWSyLVu2/PzzzwA+++yzm266yWmvmjFjxhtvvLFixYqXXnopYDmO9nTSTlxxRCcnJ2fVqlUlJSUJCQlz5sxJ8v++/AAAIABJREFUT0//o0f0G4Aiv6cZnKJYnTZAHYCoMe+zuiRz0XeEUQVlzOvSY/5wkP1NbG6eh+VERl7FMC7bT+dO8ysqt5SVfe1cTO/2rFqd8mqk5ppQ/a5mQ7RMNjMiXMdcktNCOYDlSkTLTg4ArSfaKXKuRDT/4JpEmShKffXv/jYX4WE5zmFEUHyN5xI9n+qapBNVZG6C7+l/4ZPpqtmWAm0txioD196SWsVviQIAMddHN0JqqJeqKkicl5VFw7YVMLuuQgAQzAlbD/4cgXOcTqC4CNqaAkKhyY6Pz2CBKymPqDXszDnehS0lo4H7+D32zrt1Q7Wo2dZ07F2a3qu0RQfXT6IkVlAUS5TloS5Zb8X246v9R36k+QKGN0ee0PC6y8tp/NoRfLtC0dv/XRQqj/LLtCKtwzMpCnEa3JGBL/LQaKd0oaohL4dencIwDIA7qi2d1KaP7GyOVjU5iv5nJ6W80xfW5/8FwtFCi0UzLTVi+1xt00gAvDpbUHqiPShHFMWFA7AwqGipAsaAW33wKRNzTk3H9vlyKtXQcu5bShClwvBLru3VPoQPfVGCZMxdB0nSpEyOGPbq73Pcvw+mTZsmiuKLL764evXqtLS0tWvXeqdcXSJ69eq1c+fOxYsX//vf/9ZoNIMHD3788ccvKj/8gvjwww8XLlx47733xsfHjxs37v333/c2ukybNs1isTz//PNffvnldddd9/bbbw8dOjQ0NNS9tq1zJ4R88cUXDzzwgFPCZ/jw4Z988klrmkLT9MaNG++9996FCxcmJSVNnjz59OnTN99886JFi8aPH+8Mne7fv39KSkppaenMmTMDnkJ7OmknyBUl91daWnrffff16dOnZ8+ex48fP3LkyPLly+Pi4gJuvGjRIp1Od1EFzERRbGho0Ol0sitb3MJkMqlUKurySXwWWG2b6htoQq4LC4mXny/GheOM+/bPKy5ZByAqctTgQR+oVK6kLYeIIouksJ0gtqLQkN4Oh5ZhmN9CxVI0SaJBosMpwgIAVyCYfuC4YhGQ5Om09gY5pWnvh7PD4RBFMWCYWzshNEq1j5kBSHSDI3ilwBSxdI+IaXdzOXIihyOLebVeONosJavIPzsxyX5JYfO2BuhxZCxm+4RAWiwWm80WEhLC/e8tb1pDDx7OXDeV+/h/YrZPlIzsoUdJeLsKC0zY6/i+Rng+b+/9NZ4cCtqewBh6uWwPbw7HmSY4BHTRQy/n/ve2mOsTzyv71+POmF9JgHVHierTljwvCT9FBI8dmC4F+ikmRdGbBpzvEat/2cp5iTbRehL+9IU1iMXCPG7Fcu8WKjmVves+53hgdPBKqqm5KTg4mGEYrM/D5haVwhGxuNV1zcXcM/yX66W6GqILokePp2Vp+D/X5ZXYJkeQSyKS4vVs03D3gfK0ZNA1TChnnmJ+oRu/A0BkU+aYw6/4jK93OO7ueZ7x76wXl+Rw+Wapm0p8uaciK+iKljFraGhQKBSXLsa/cuXKL7/8cvPmzZdlVB24LMjNzY2JiVGrXQ/d5s2bJ0+ezHFcW4VO/+y4siw633zzTa9evf7zn/8QQiZNmvT0009/++23CxYs+KPH9efGd/WNE0+ehUMPib2XObujT9LwYF1bG7OsdtjQtYN4iyRxLOuJ59hQKdx3kiuzSkDaf9LSn41jHY6mtjq5RFAa4k1luBLRLfdi3c8LTVLIvZfHU94e0MGECiKCscEcf5XAFgDggOrDX8XftJNQrBp4OqLt6SpRi2Kjf+P2csxIC2jUYabN4td9Jp7LAUD37s9MuBYA3WeAN9Gxxaf8LIRm2qQYUcDBapg4dNMjJbDM4LVR1Pc1woTmw96NgryEobpDYgHgqYOobYkfv7snhFZ+Q6tLy5HQ4PsGI7gHtpaV1znWBgU9lRbvZDlTY+hkFXkpz7Pvo2kXeLFwvtKUQqMkWSWivNBLtrXKsFvoiAA6GfiWMZxr8rAcADvKkRmGzDAAVOeusoeXwGGHTA4AX3sKUxAumDUM4qNzwQq0Pctb2ynFXnls58kwzgL0PBUubo/bpaVbaTrLzmfOPGOSRvziMg1W2MgNBxz7hssj5X/NeaUDVzhmzJgxZ84cd6mvzZs3Dx8+/K/KcnClEZ09e/bce++9zstNCBk7duzbb7/dQXQuDo125DdDxaCLHjQBcO+5Ehi7QHRZNaYdbqq6uk2i40SDoDy1jY7dY9Y1SPJutPk62ZTDnjlm2Tm+VxA1+reSCPGH9ZDP7Os4K4gmqf1GHTdq7NKbBXyxVeoVRN2VxLQnM8hoynfYG9TXptdv+sTJclxDqtpnLt6iSZ50nn0BYHqa9NIeu6KAiHK5PRlu64ddCEh0iC6InbcQPAdCufOtqPQe7Mw5wi/bJYtlqy711rAxdfu5RKvpxMFsXVOLT21KKq5J8u9OFBeEWyvSFOwxu/8axkBxoVDQHpYD4LOz1LjOYoHH3UYYLSkkiJU8ga69I9A7Qi/gbDbHVAjhBOPCqTd6sHoZ6a+nttSIQSzmJTDdtBf4ddgk2s+iE4Dl8JywfauQk01kcqrvALpPfyo+iehD3KqJAKgubbi2C1vVH81rdhIdF2Qtdk3f2CbKESEbPRKDo/HRGbRIJ0iUndPtD2tJB8yozdoUWvd2XA7dsH5Snpc7Y1AASUM3NlT4cLsii/R9jXhb/OURC+1ABy4Kc+fOXbJkiUqlysjI2LJly1tvvXUZI5CuQFxBRIfn+ebm5pQUTyBtSkpKc3OzIAgXlE7qgAsHqrGyJWk8VoPbunIWzlGl9q5pVG0KPmeS0tomCktyuGfP8QDQh3rqrLjolEFZ0HxXgmx1bFgT6/ohfqgRRyeBP4f6rVahQWRiKd0Ncib2tzHF8/7eVeniKy/V2KVBu+wFZgnAx6XChkph2xD5eQqzC4J15y/Tysu/AaBWJ2b17odSnw04Q9EFD2rTna0YeDdnKgKgsHSLK3yGFoKQoIX6vJFGjP9aKrM3ldl7ZRF/13HXmT9xtrSF5UiCslj8cT/qouiBg6g0V+lvYcdP/HdfA3gsJJQkRItnarw75NUnZU0j/FWdGu35ihOaaEtopQoAEVSisffeb6vkpfasqQmUl7dXRWNFJjs6nFpewB83SE+d5Zd2ZabG0FNj2vucaq+XuWN0AASUDOA3rBEOHwAgAWJBLgSB7j+ImTqT/+JzqaEeAD1yNN27X+ADBLdynOnb8Nj2jcSWEpS15M7Fa9A3EgB6hGJHC9FhGvx26tMYvyUqZ1nWih7yrMSKDATJMT4B3c+X+GMR/G9jc6sbuwMd+H2wcOFCk8n0zDPP1NbW9ujRY+3atTfeeOMfPajfEFcQ0WlqagKg1Xoyg4KCgiRJMhgM3vLSr7766o4dOwA0NDT069evsbGx/YdwBiSZTKYr3EYniqJ3wbN2gvBS8EovaZxyE5YdYoFS4JFu0vOdPaFOByoN4WGixFv4xmzCqBh9hlud7edG6tlznknCSFeG2othxztNWJxXdtXg7kUqOQCZYOPKROF9OItCO84I9Sss7AKOXFyx5wvBATGHEkC8i7JR0ZIBTWjfz+78xa1W65slTIHZc7f/Ui9uKjKMDA6s1njCRI4WrmMrDjj9ImZzcYFo9IsU45RpF7z36jffIpiKnP/bVDm10f8NdywxT4sTfHd0Voq5YG87qljAxSS6GV0sgddkC4oCADhVJZ46xg8e7hh+NZ17Rv6dK2ZcaqiXGuohl8PututIEtPM6w4yhn7wTRM6XPy4EOGYWPxmsDn2aHDizPH8PaV77zyexx2HLTZBnHh9Y4u66zd11K2nXffJSYN4vMG+oedF3LFE51CNP44io6iOEwelWSM5q+/ZE55THj7g3WLfvcPeuStCw3HnvcRogFot0QyafPynzp/baDSSJFYboaBrXIpHYpjckCaX2rjCZFEn+b46qsoKGSXRlLTxjKOXXtAo1Ukh8qIGAC43nxcstMvAeeY6tS6kJavfq3+DYH+j5tBBS2Uko7o7vE+WKnKwkgJ86Fc/ubkxUN2VKwSiKNpsNrvd3xx4sWirLGUH/kBQFLV48eLFixf/0QP5nXAFER0nvCmI87XlN+WnpqY6n5zdu3dTFHVROWaSJNntdoZhLmOc728BjuMYhmk/GysrX19Q8I6qTjsSjwTc4Lmcks2RIcd1Lm9TehAj1f/SsGO+YCoBIIvoHzruC0oWDGCvgQDQ89aHyrYPNhYPqeMkpjPhdQCSLPYnzpbO7dUJwIwYgl0+n+9SI6gSlmkjFjPXQjbVEgmYGCZ1VbfrQ1ZqhGUlJN9AIDoRimmEtPrRhSI4voFQBioK8vGgW4J9RVGUJImm6QrO/xcv52i2lfaJXcTNJ6it9QSYBdWs+Y75QWL1BtmSJhKzklvU3fCjczNN+l2qmMHnH79grhAM+d4t5rgczc09KcpfAoXneUEQLngnR3vlrp/TKAc2GkEEF8tpAbNnJ1NGqJIyv/lT0uqIvbZliQDgZZWILGWqPdlbJ5M+FSgHAIUtUhJDbx9EplUfvbPE5clSlJcIX60T59/rXPy02ucktjfRlTwS2hk6ZbUwq1aShjrX2OS9+Wtb5bPY/WdH2mBRlNqEFC0AhPpXtHBCFEWHw8EwDGGJ7f4M9udKqtIiRSodV0UxvoJVVKmZGDkxXi1pWbAQro6lfqmWrytyrlX+UNkgT7cgQo4GABSvJ4JWoj3hVluiXCHboaq41j8cL4nT87/aZ3IZhL5oOrsnfc7wsIiXu4jPnHJMajgVS9n7Z6V204W5mStESA6Q36nCW7sgiiJFUc78tUvBFf6y7cDfAVcQ0dHpdAAMBkNYmOstZjQaAfhVC7vuuuucRTEWLVp0sVk/oija7XaFQvFXyroqKd1w6PBcAGax7cgbCYMajE6ic1cS0zucLvj2LifLAeCoOWA99kzkqBUAojU8K9m+Pv1eP1MpAFEOh7xM1jiKCFoAvS2W0eHUo2nskDCqTvQPg5BTcmWgPOfN1cI1+1xfwEvzyJcDZNdFXdjH0bTOJjX5x8aG/1ODVrsKjVLtCpfYnVgF6wcI+4/KqbjjzroaEMa/X85lGK3XVtZLBBtiQgdHBms0/lf4zVx+az0HoJ/tl1uNb3UzVyQ2pj9f3vyLXvmPHp8nJR99J7lUH5mpiOh9wfGLirgq3xZWF63RaVtv6cy6Ov+dLIj2RZ1lrxa7pv9XU2OvqWsOtQWIByeFBwkXDd8pk4lMFOpqfTYDDmtNT2RlPVxVO1Qr1UccOt68yrmqLihHbUg+rresPO1T6YyurlRaHSQ8BIAZdkDsZLbpHXy2TmWlKU6man09A4Lfu1NoYTkAyPEj6qvGkGhXYrZVgCBBo9E4IqO9VXPohiD5G6fRPRT/yHQGnwXomecdDodSqWQYBhpghkt23OemdIhYfhw5Ld6oOzIwKAqShC0+J6vhShvlXXmiYCQbJJptHiSoszlNNcUJACZVZhSq61JCeveKGkoT/7foAUOZm+U48Unz6bciUv4ZXntP7ltwxhidAzNtFt2nPwDTFodpkwMAE0XpZshlqVeEp97hcMhkskvPurrCX7Yd+DvgCuLaMpksKCioqKjI3VJcXBwUFHTZxbD/YsgvcM1PdtZwLnZT4I0IruuieKwL891A2TuZLGco9AsxsZS7ykRMi6Wv5UqdLMcNQeFKYOmZpvlxsHxkGAWA6uxvmJG1kWvz8CkfvvJwdrt8HN7FHzyNNSIAq4Cf68Qfa0UTDwCOHH8+ZDvu33J7IvOUpSl729FlZ0qeO11yduvR3qUBHBl7G0QAfex7Pq4aO8b8VRwOCvoPy5MeH17f/MXBM9scA44oBtfteTRvZWjB+0mNx988z/gpRhXcfb53S3DmPRc869YwGnN//Gnklx90bXrr9ZP5Z9614gUDvt8vE6UME9MFtH++lURbKJtPRZgGRk3/EmC6ymeUW+Sq0YmJk6ND5AM9Ge+H0t4mTHmYneFa1xn9wXVjjA+Svt93OnfrkQO7TpzednSGyZCube/LxC1t7GmpqQbQzElTDzpU31i131on7HUYbpxNwl262xQXxpjTASC7HrsqEBCSaKvax1X8JFjrAm/gxJZiD8sB8L9TMHEwcjD4pHQxol0C1SjrYqP1IisjSZFSsppqqUx3TWX6S3WLXu77bWuWA6CGM/u1VDtMAPjNm+AVSc2v/QSiaDvCO1kOAL5KbP7ILlo7Ync60IHLiSvIogNg0KBB27Zt69OnDyFEkqRt27YNHnwBB0EHOM5jWTnYdXldcE5fxRKWVUvnikkzQwQVAMRpxo+KGC+jIAEFBqaRpfkggWl278ioXDNKvJKstO73O4RE2QEgRIFrPaHiVKokvxb2rwGADqV0U2V0SIDvbAk4ZfShLLlmySFCdqFpkQ4hfFWrRj05a5Im7bPnmSUASSryRX9Z19aMqFULQ/DYiZZEYucw1+W1jh51uoemG//n3WjRHHMo81PNnYY1NMbuutFsPA1AsDXUbP8HowzXpk1v6xQiRr7J6tPMhd9SrDoo43ZN6g2eAZok0zcOR65AVIQZLKFL4B6kUsO5758kNmnI2ZPOlskFzrlWFAlrZqLt5mla9SrvtHCKD6H4ENY4gFeeBWXdHhYyJr8bSADW+FFE33TH8VmGd/RinbExoUf6IydPPwfArKg+PWXdjPLH10Ul9GvySnFyhJNcl0np32fK6BqXPSnJYl91NI+dHoH2CQNTEVF+o3EWT70/m/uiJTXp+xrhNqNi07VTSb4DG4qJ6EXUigyAvy6faG8u/XKsreoAAMM2xE7a4H21fVDQ7N9SYuS66hm9nDR64lE4SglAoBRNsjTVUFY3hRKXfOy9U4/KYJkssAetj9a/9ODQoEQAUlWlX7vUUGfP9jHECvUiVyjK068Iow4AySaJFtB68ruJPnegA5cdVxbRmThx4kMPPfT2229nZWUdPXr04MGDL7300h89qCsd0VFjampcxcAlSDWdcqlIybHhA1CAHrSiE9NjAsYnQUbByuO1Y8hvJkAnfFGR+KQxyGXICc50xV6Ixw5pTvkX3Ka6pSG5MwZG+VXmYgdDP1ojmiWq7XRiAvTQUScNnqktTUMuyHIAaCbI7Kd9SoTKu9FEQe7e42I5AIos0p1HuQPd/W1+8h6tbmxedEn1u1Fm8iuRDWBREv1uEZ/o8C28CjhUZ2TW1GlN2+Ot0TytNapOCrQFQFXOujcw1cJLk6LowSH+Z0VoWUjvB0N6P+g/GAlN/7U58l2TOlcIdiaF1pT+gxyyq6IP5gKwMMUGNhEAQ+erZN/QVLUo6q3ceAffQ0ibz5R9LBmNAAijYZoyAVD2KJk9amMC9V4cPfYcByIRQSPRnrpc70cOqFQaN1S4NPHsFoTrplw7+WxT00mtppNen9nfJi5/z7YqhlxTdy6YE1S2cNqcgWjXpabP+djD5I02VJoR1y4/Mj1khHDiiFTtorH0wKEkKhrAlhof/vOdVW1atUyl7sSIvjQwUOHSuv1LnSzHifJvbky720KYQEFDOv/0q0cbq5btzLmph7TW9RhBlMuN8EQvqYdLEFrFrbcdQhct037UbcqtOa5y4lPC0++JHQCAhIZJtdU+fQTrQftz0EBGoj8CIqzrJMNBMwAmggqaLWeTrxT61YEOXBSukEfKhcTExKVLl3788ce7du1KTk5eunRpYmLiHz2oKx0Z6f8yGM4WFn0CQKdNG5L+f8K7691rBVseSayjNZ0BYFMh8j2fszHFT5SNf5EoVcHd71QnXePa/rRPSXMAJDWNvuNatBUwROE8LMeJV7qzY/d4vpVfyWiXL5JNpuU9afsJzwRjzxEkDltrfSaGI82iQ0/pFyoN6+1CrUiHEM1kOZvQarQMhUgVqr1E3uI1rT9SM7Uol37UlmbSUle7vLw+aIdAmQHIOL1Rf2hafQVBOgCNpWtl2HqBNv9UY38MHIDncvm3erKLktv1QPG1opvluFqOtCI6x+q8fTQqvspG63la1Crec7ZQVKNa/rko6sXIFNn0x8TcM6AIFZmCj/JwqgFAtZLka6l6OQUAEmEN/TjtUYlpArC7x6i7NWNfrJ/nfUBj3hfhw17SxU9xLrJG+4NHaoEEeE35GNZiq9C0CrxoCc8S6kXTZo6vEpkIoh4vY1oLKiqVsnsfFk4cRXMTSUiiOrnqk7TO9qclUTCepUNSSUPLhQ1TYIRrDEebxTNGKVEt/tBcOSR/m1/pUXv9KUVkX/8eAYyKwy+eC3smRfWcoxEE26MdI8cLN1iD70uKo7LC1afhyBcp1i6r28C/cYQHSLBeavLQO6pHVoDOWzA7MnNiSNpJc3W0TJumchkOmTETHGdOubdhxk8Gwyr7CNa9HmcuE0GxSb+STzTy1m2NhQyhRulTNJdcyVzYQwkHXV8UfI3Y9KE9bInqSiFhl4wzZ85069bt1xUGIITk5OS462V24MrHFXfbZmRkXFRVhw5QlGzI4I/79X3D7mjUqJOlE8f8QmCkwnz0GwQABf7hw3F91iHFx3LeupwQM2Z8myynfRgTTuWPVmysFCTg+mi6k7q9RnCxwf81JNSIndUk1+xpj1YQJQ1k0OEZKskBcp7X+82dsdyraua0zq03Ebb/FLr3J4AACpU1lRIVdcE/hjQPhypExp9zb8YIOq25Z5Nu70+qye7Gp8/yC5KYNsJkfSC1zrf1zuEtNCCvGef8A41Z0exQ5fk1MvQZRUYM9/nn4plTAKiMnuxt0/CyFTXWSKv00Cl+RjVlzgpVH6sngk7WNAKEx7KhQ8LUM9dnR/D+nhTeVM7qWkqjtzK7iZEKyq2JNzIWJ7xCYXqF2xynTHs3SjwlbL8O1WkAuCI48sXQB5WUrtVFYVlnHK43bo6lX87l3exzVs1hRhIBcPGnZaOnoNiAUCWujkOQXAJuP+r4oKSFLMrwJgn2IzqMxt9/5EKiFk/0x0+lMDqQpv9vfeUXOy19HAci+WoAJ7TBhrF36XSsciCUA8GtWCEWu1LnpKZGKiJSMptAKCqrDzNuYuD+WxDCKkcEJ3m3kLgE2eInhMMHHCajokeWk+HJutLBcxSmHxyiQWKTaO0NsvPdw21jd3PJzJx1JbZmAEmK4E09ZnVXR/yajlog5vncAEKdyFeIAT4h/hJYsmTJfffdFx4e/kcPpAO/Ca44otOBC8Ih4v8K+W11YhCDu5OZQSEUAJksRCYLASC1Tt7RtGT6tK4k2kpXjerZSzhy0L1IwiKouMtgVEtRkwc7Xfhms5/kTZsdQpPEJtLaG2R0GMX5JkrToeShTsyC4x4ud1+Kp9sLzBCZYXhuMI7WggC9IwKW+xZOHvNeVNhjY2puoSMTmeH9ubXnvFfJEPFR+GMb1Le6W6rsUpVdilVcmOkwMRQdSgn1nlOjUlv+/7IAmwoD7lWprt7cadldhb28G5WhR8XNJVKLnLF46gTXyLM1Hg4XW+cQNEf5SDvFRFPpnTCuE/RyOfDx6Ojyj2m/oFl5mJc8QJAc3fTI8dgwHCOiPJcsMwz3ZWFbqWg1GOK2m3WHTZ+7lHuge0ptWs+Yx8FZovworxrRLhves91YhuDzMo5vNlxXf+qp4u8h0SACCQnCuAQA4Hlh7y6xuDCX0u6mB0DRMi05wj/Uzx3TvMPdla7LTEbdBtEBkKDF7ekAsKXklW1mXnNSULg8Sj2NTdKaT3DfvwDAZhMLfQQCBAfD9XySKxMYE6VupOmLnxZJSCgzZoLFYKB0ng8MRV9G0TfA08GViJZdnGSWZF1o1VC2db6hNxac+9rJcgAU2Zr+kfvtz1mXVg271dNEzlcl78+NZ599dtasWR1E56+KDqLz58NtRxyry13fsp+WCduHyEeEeenpJaaQ2Hip3JM2RTvNOQDGxOOQV8JLv8jW4Q5Ut+7MTTOFbT9JdTVUl27M5Bvxe2W9cQVC40qXrcN+kuerxKDZctsxT5itepyMKMj8JCZaQT4rE0RgSjR9U+zF2PkjlK4ps020SiW7/ha63yCnFK83dMPvPSIbhhqPBypGQWLawXIAEAbBt8mbPrYLtSIAti8hQ0QAqLO2xXJOa1V3DVkeQh33IzowNkpGn3AZqbYI6OQJPpIg1ZgEVa4gnCbl2TLNv1xjCAmNWbCh9JMhNrPLmRIZ929K5qtQsKA71ufhVAMUDEbGOvoH+dwunVWcXKj++X7NubggPljFTmzS7XMw9QBsoU9qzOOcW4nm9noHZBSeS2efS2f59V+KuWdZ0yDCB0mUDbJ4AJAk7uP/iWdOA0gFTmJXVq8HzyhdRotDiqHTOr87s25jquNst7j0qLEftHkYm1U4sFdqaiAxcfSPPACR9ckCIxVlktlM1GrQPtYLCayx9mah3AHAAcGew4c8oKL1v1WMLlcg1L/qiiqzneC5IiHotjZldiwCd8rsdRYStjUFvpHaD7qXyJ/xXAE2hQ7ghbwyUGyRNlYKvITrounO7TYYd+Dvgw6i8ydDhU1ysxwnlhfwI8K8Pr4Yhr1jkbDtR6m0WAiOkI8Y4c7RRadgLOmHn8tg5tBVj1GBy8LTfQfSfQde1KgksxkWMwkNuxQnl/WwT064UCtKNoQ/qbLu40WrJO9Ky7u7btfJUfTkdijxtIwNhi/tjjyBUhPVKFaR6epEPJsjnjoBmqZ69aMSXFYrOiOTr/BEIlNJKfTAoQBIeAQ9eoLwk6sCM5WYTA8e/oKVPmUUS1uSgV/OYNv/imVT6PDHVUK9SNTEJlld4rHlfhYWsSSosVhN7VZ3falTYpziDE+MD2RtvCdvWKoprEzZxEhUlK2VeBJNO1mOxDRLlIkIOol1MSGpplosKaJSXfYeYhWi8kbZ2XSBsikckVSFWUzPprp193SllWGuVzEpg8f1KX6xkz+0uVm1R2/LZHgtAFYIlnFhleHrBcosyE+6t5R1uuiIE2bCVPyyG7wIgIgKbKlF51opinOxc030AAAgAElEQVSyHDcWVu65L+V61wLhT6jSTySkL2pcmhjemVBtsHOrxfHWqy357RTdOBkIIHxMZCwAsDKqe6aY7XJ38kKq4PCkWQkNknUfp5nwW4nEmLf5uKCtB3nt9RIVFPgWU9FstExb6WiRNCRIV1+qcYLqJqpmUtxuIpoleRdaM0l2ZSZe7agTR+52uX4fPsV9NUB2bbtfDk44pVm7deuGFpXa+vr6Z5555ocffigsLFSr1QMHDnz55Ze7dPHPjVy6dOnzzz9fW1vrFvR/6KGH3n333erqaqXy9ys83IELooPo/MlQZff/Pq6w+bcQlbom6/odDWishupb9BuAjB4t65J1mNdGHcRfB0Hg13/m9HaR0DDmpplUcqcL7iQJIK3eRVKr0tQSJ9GhtGbiJcwlEkyrBKHIdYkc+YJ+kVKeTgu/bOc3bXCdwZ6d7Ow7qO49AdCjxko2q3jkgGQ2U10zmBumuXtixkygu2eKZcUkKJjq3BWE9GRxeIR8Y6VgFzE2gu5ysXVGCWinKc4dIR3heTlKtIXT7Y2kTZEORNFHChtGnWSjITt2LLjsjr6fUxIRifTNLwHq3VJNEdCxvLRfkJf6r5N8FIfFonxIkDui3CvFc2d8iE5b2FbMHVgPgBIUTpbjBCPoVNZkozqbtvVxtmiukcnSLj60ttAIX0kCHKmVhvhvFWf3CmNimwEMtv4w0Lo1MrxNvSLhwB4vFR/x/9m7zsCoqrT9nNumZSaT3kgvEHoNVapUCwIqEStrL7i2tXxr2XVlXXRd3bWwq2BHBSxYQEFApPdOQkvvySSZSabfcr4fM5maUCwrq3l+zZx7zr3nztx7z3Pf8ryUayVSFOtKlQKkFpiBQ8F7Lzn+ynmSVqcUHwXHkbgROBC0N6XtZxS8kS1hAWrmLokOgIfTxtx/+mvf1z+mjfvxc+AGwjDqQl+wHzoWxAgfOCqeL9E5cODAoEGDPv3008zMTACKoowfP76kpOT6669fsGBBTU3NJ598UlhYeODAgZCBs2fP/vOf/7x27dorr7wSAKV05cqVc+bM6WY5Fxq6ic7/GMJl2cKzmu12bFiL9nYAsNvw/UYYIpF6Zo8NAOBfpdLiMqldwsVxzPN9+DjV2VduefNGX0wPbTZJy98XHvpjeFlK/9w2idZv3YqF8umMoVDNp/onr+rDBqafABCyfmw6q9xI5TIa+Cbq2CGq8hl50/rAbtKGb4S+/QGAYbhLZ+HSWZBlhMVlk6RkNiko8iNORW7LCLiJFNh3iNhco66pYRxO9I7GvDwknaUAGHG5uOKjssAzOT3J6CRsqwMg6Y74ssHTHNYXm7dU1UfP7yhhqRB6Y/lwneRdj4mYRPlmorCMK4Wz91L4StkQxnIAEJB0b6yxLDts7lpVQII9pUbrvnjdEIXvcRaznLLFa1nh5VChZ4YKAJKuelEgGjaO8RWZ329RHjoqHmmjWTrydC/OwJH1TUokj2tS2E4us3ChQoaQ5NCYmz167zV9kb5iSOtD8VJtqlSSlbkgObnLMGHaHKQlKEYcFORJbHsWKJEjqhEjMP36cZOm+XtoNNwcr04SU6u0H7AHDud/9PV5BggZjFgaZLvlks70v9zXY2SOJvozUzELMi+h/3hj5hk6/5qw1xzEiUts1CFDcz7/zMCBAwHk5+d7Eqmam5t1Ot1LL710221ewc/LL7+8oCA0dh5Av379srOzV61a5SE6u3btqqysvO66637oqXTj50I30fkfg5rB58OFmbu81o9R0cxTvUJZRV2Nl+X4UF56dqLzRoX0+yNenvFOlVzhoN+NPnvwoXL6ROBX2tqi1Nb6PEEhcB6U2j72GpnFCsW81Bn7qIZ0xLWoB3IRlwrWr9wA2FhGP+cnCH2kDhpib6dOCpeTtgcnoFnCVJLDWM65wPKBS9nWGOXuiGAtain926EnCgcvHKDK0HbOGmlzE/P6Kypzq8dvx19xPWPMQKuTlrchwMTFmlvz7nrm0+LJ65QN+yIMdWU5U+pMQBuRIzhbX8adAMCtquZcPQAoXCeizyQ6hrviaqKLAFBbt3bX7tvdbXXTuBvUsvftkyFmlXOD5Y0+0Q9Fn1kygLi8lxzvDvWPaMdcFzvkCy4iSNCvwUXn7HaX2ykAk5tO2+E/sRdOS9+OUuV5+JAsKyWn4HKS5HQSrwnSPRoWTwyR3Kyrpc9WeBpqE7PW5Y3LJmRmIvunXr1UyhdtbcfV6jSn80z2P1+hCQ8o10bvyiCuSJYMZrONXapYSqK89XtackqbMcBe7o3X1ozgNZ1FEP9UiJguuEtkscK7ihtvVp81G+vSmJ6XxnQhPfnrxaBI5oDFz3UytOS8WE444uLidu7c6flsNpsPHTr0xhtvdNqTEDJ79uzXX39dFEWe51esWJGUlDR+/Pgfdfhu/AzoJjr/e7g8kW2ert5rptEChhjDX34RWjTyTNpmfiyrDnp93GRSapznkEOkDjXSEk2XIZOuw8FROCZFrFCEnv7HUsQ0IWKyIFuo9Wu3+T8OAHwPJvIGdXu8suBU6TctrQzIlXExL+Rkas4tGIhNZphoEpimLvTioOZJTBxt9td+Cln/fhiUNurYKUYqLYGNWVaHfKDpMmf8vnGq8GVUOVEsffExAtRZatas2q/MmVnfimR1gE8LRBtB0tIT02+8ATfuOCSuNEorh6B8/a40VztlLZRtI7JBcHmDrggN/lMouCuuZEdeBEJkihanddfu22y2SrBo1TUktWX4OjKklZgrXMWRmoIzPhlyolGkAeNgwFOiEOo9scYRE1PHXRHe/dtGxcNywlHpoH86IX4wRKDWdvH1l30qgvyM65hdUTjRingNLsnwaFizI8YwvfrQ6kroDZlpGfuCLmtjbOwISZKcndX/8oEdNlI5uE8p91ZCZUeMIdlnt3yIH77ridRRoVjQrsH02/m+KWzczxuZSzQk5iGtu0ymdspnsMz5OkZ/M1jUJ0im67lzk+k6M6qqqh588MGdO3fabLb+/fsnh1kTfZg9e/bzzz+/adOmSZMmrVixYt68eewPekfqxs+KbqLzP4logUyJ7/LBl5ICvQGBNovsTiRjQuEMk351hLWEgx063BetCYDJzCaxXat3dELKwvcIx07R58MSqxXzm867rqhcafLmPS2urecZ8s+crLCRnR1QgHYu41hJZZMCQDOC103gAXCz54pvvOLtExXNXTbnXPZ2ZshmCoCESZAtKq7smRS938KPiAoWJln/tfTt1yGd493t9w5JzLO68pozJH1A+QVXBtwKVCwAQ8eT3MCdcGuPdXTowbd7I2NYZ4ocWUElb9wJSUpih40AIc+clJ4oFgE2RfnqsdZvBtoaZVSGTIBSFRW9p2BuE/e9X5ZQ3mpT847xqYOHqjw9xLYNYLzmFh/LAXBrW8bMMunOMNVEVyf1J/wobqcA5K+/9LEcAOKa91V/fbET76Exihij8IPBcfzt9yrHj9HWFtIjjUk/O8uh5tbAK5yQNqbmW3bC7wCIlYpiUbhUljV6r2O328wwPMedxVl5riA/gff2V4/JcczJi9Wf1MoKxeWJTF/DjyWglNIJEyZMmTLl888/HzBgAMMwxcXFH3zwQaedCwoKkpKSVq1apdVqa2pqrr322h959G78HOgmOr9CqNSYdgm2fo+6WhijMGwEkrqWFPFhRgK7q9W/IvXWk+xzSNRk8vvy198sb91E7TYmK5edPOMM5iP1QM6xy2/UYeMYPlpCq4SoIC+VqyhYNbhe2VduRYA80GdNLT6iQ6srqamRJKZ4ygiEg8smcU9qJJPCRBCmw3/E5OQJjz9DS06BZZncnuF2qU4gifK275WSU9Bo2VFjw9dILpEAcLJRajkoFz3d7hxksTnk4EO43eEsx4N6wfB1gjG/JJVQQVZVAZQRE1lnD5xoRf9YANf2YJ87JQ2w1WkFv8yuoqp28YKKLYCkYGAPftoIed822tjAJCWzo8eDFz6qkZ8o9tLHGiZnUczd608pkbQMar9ZXlYSZSVF5Qkfpih5/vCk2g4DybLW9VLPi6cYaFMjre0sAAjYE5G69rB4awYXonE88YzGj3w9AaDUhFEuU6OnBtaPQVE7PW1TekYw/lBxhmF69+u08/dmyydNzSqZKRRiBqfpvSrA1vbQfu1tVIb5Pw7fhWqYq6KD67btuN5TjCU97eqRI5Zy3DkVxOjGj0eujjya+2PXMp9Kcl1dXUlJybPPPhsZ6a2Y6/NkhYNhmFmzZn3++ecMw+Tn53vCfbpxoaGb6Pw6ERePWVed35DHcrkqB11SIQEYamTeHnyuydJM3wFM3wHn0lPVjzMUqmzr3HILVWcqkfYT5BEzZdtoCsh1w0h2h+clLBbBEVwPiHrUbigVP3pXObjP08iOHsdd3oVhhgFhYP3CLbcoXAqrm8wzWkL0BjJwiL+PxYU1FaixIVGL6emICXXA+fwXAJSD+/g7fs9kZgd2IAIx3qQ2vx3Tzrt0Uj1D/YHV6TwdagwWZTF3EkYD4Km0qW7CspQCYNwJnuAbL2xejtjfwHw/RrV3XXXwbwJ2SCwKvYUkCMBNvTSww5qGIPpYpSH7jJhgyrQ6r9fErSNtblFOd2umRl4b4XHK1FXZh9QGuYG4LU3fiD3SVWK4Ma1KZbwv64oWTgtgVYP1ysSgNT5TS1YNF+47IpbbaZKajIxiPq3zTiZNQ/7UkwdAIo20LqgsOYk0hhxFsVKxQmG04DPYc0l1vnuH7cAJ22mdukngJyS4No4I3WEgltQ13Hri9C2nY//vYAqABlgN16i0o3mSkBjSk2Rk2TeJgXS8bbmr2PxAY7u3VlZF5QqVKrZg2Ku+DlSGbFJYAyGabg/UhQhBEN55552xY8fOmDEjISEhISFh3rx5V199tSAIa9eu3bhxI4APPvjgqquu4sN0xWbPnv3aa68tWbLkiSeeIOcSJdCN/zq6ic5vDBXt+LYSVhE5kZic5nGFeMAzeGMg/3J/3irRWOHnul21Y3jtGB4AXjuCIrMUcVBWV8AOvP4dO34yN/0yAJphnPukfxUR8tiRaYZPm5p9NThnxsYAUA7u87EcAPK275l+AzpNbpdbacu/HHILBeAqkl1FUsxDWhL4vHJIeG4/6u0AUNyCI83449DACqYh/gsA4qavXM4oTp+m7THO54FTD+Xic3Xur6OkDRaBSh75wRod/2RWg664jmblEp3XqUFiggtfU5zSxj6YMXNdVB6ASxo6o0G5kb6PAwykJi4ycCMB0FQvvvoCYuK4iVNJfELI6PAIIZUMAKKcb7xjCBvNqNopY/AXqXa0h6b7R9jFotMoR1KCKk7n8kc4/SN53J/Sp7g7yiCtbm4LIToAZiayMxPZJheNEQhDsLNVWd+kGHkUprCei40df3GgTA47emyImc15UDIv8ebG8xls9D1qcsYAsuPLS19d5xXNe6pn6tNIfexk87N5/nr13zYpjx4T91uUgijm+T78n8srhzVr/3LQH63V9qGLT2f5HgJ/463S5x97uCmTlcNNmmp9L9St665wI9r/tbZ2jX/mh6X2lS65hYJAN4nXzzrnKHsK1xFJrFAYI9EUcOQcsiC78cPw0EMPvfzyy0uWLDGZTCzLfvbZZwsWLLjzzjszMjIuu+yyoqKiuXPn3nXXXdOmTYuOjg4ZO3bs2Ojo6JaWlnnz5v0ik+/GWdFNdH5LqGjH0x0Vno8046QZ9w8M8TSpGah/NpYThJNmRaiT1RW+BnnTt0zvvkx6pmYkT0XYt4jUSYVenH6m8LoqhydkeaMpjueviI1elJUORZG+/iJkl7SqEp0RHcdOUQ6IR5ZqFPcJySc/CACHTF6W40GTA7sbcHGqv6U9tEyYq3RLXdsnALSpE3vM/Jp01FBkIol6bhxU7fiqDYCUjDj1d7GrmkWAGKO4K+cxuT0BgGW5q+ZJK72Ofyej/0PmdeuMSYOo+Fxdfc6QGExNw+YarK0EgCgVnZPzkoX/zyGnTcakOGZXCy1rz8rSJQ+0ea0glChKdSUAVFa4jx7iZl7pV8QGAMxN4ZZW+JfnPJtzWsMhlka0CZlsVAQYMIob75Whxoo4DS7JSMsx1GpVyXZ/mKeVJQNMlYdi0741zL+ULuNMNQD29S14Qj9NDgiAf/t01JOZNLOzLDNfJvmIKCYkYonJzBHu/YO8ewd1OZm8fHZQUD1O6qaWpY061TccW6rQCFf1aOvXBWdiDCWWXuv80sB/PlG1OdbwaYP8bB4ASPb6ku1/qy85MIvPMhke3N2aPW6rC3pc3RiaLe8+IfM9GKZ3PyEzR6mtIlodSUwGIUykK6SnSwgyRzGsd26KhZpfdwJeMmzbIPKpLPK6nHggLO87fa5e+yYx+kEN00XuXjfOF7169Qqs6Llw4cKFCxf6vo4cOXLv3r2B/VevXu37HFIKlOf5QYMGuVyujIyMn2u63fhx6CY6vyV8F+TswLGWuv2fR/cdo1LFdjEAACC6qd1ODJFdBd8odspoyHmrpvKMIofaLWhJCdQJiNVox/LasX6TSwy4j3r3XJafR0A8aWbKyWJqCc2v6SpMVWkP014LUWNrC7ZeEMAS1BIeAOQUvBUx7VUbzUf/EzVgQdDwWVmYmQmnTFe+RYu8ITvU3Cp9+pHwyFOer+zQEUxSuvLKt7DQSHfi15vLgDI6Sy9nNshRMWxMFq7OxYwMmF2I17xWQx843JH87ylmyXDT+tx+T93WQdbqQfbaZJdf8g6iKH38IRFUzIDBvrbJccyyIcKzp6R6izS80fLCsXKtLAOWmIgSsDFwSHh+v7e6+2kLTpq5R4e0XZ9P3y1KcbgB7DFGjGy1yqzzcGxqM99ja15agrEhJXNWZvRww5aaVmuQf+ezOvmB7PN+tpCUVG5WaqebpBo5QvUex9YAYEgbp1rpPK4FhnTaGUB4SdRxprYVPVUAFNFa9clEtBQXAAXOzaMc381L3NDAJV/Z6Lqn/AgQdCLE58DUaJhsPz3RXsTbN/ldk0IuG9U7t63Sb1/MzPAGpbrLQm0/ruMyOQeiI1YrgQFtUoNi3yRGzPi5hJi78YPR2tq6ZcuWf/7zn7/0RLrRJbqJzm8JllBnRNGOZ9qqm4YXvJ6cNLWT/pRKX30mb90EgMTEcVddE+IYkktg+twuNSqMnugmC7qJ55PYOTKRbAhLTf+4Fst2IFqNeXkYFKrRwgYwrfAYF6LVMb07V/XlM1lsDpYizAxOZskOcgMBQE5wCy/wN94ivrPE882pqrHo/aVPXQ37EA6GQMsFFh0DQFuaaXsb0XvrNpA2NdsYlNmurDkm6w8AkLd/L9z1ACJUiOABLKsONSEAMHPqZ1IvBvB50ZtBRAcAIO/YEkh0AMzrwc7rweIvh1HuNVBJXCvbLKHVhdNmL8vxoNlZsWv7sd7F6ow6a83YOKcwzGwFAMWtlkQHJzSYnmlqLTpa9uKoke/clDTnxVNBh245JSOTww9Nf2l00ViBBAonMFKDh+X4wMv7z0R0dKGXYrMaN/QQANjKv3a3FPvaU6SKy+wfLTE8MLy+NpEes2CybxMbw6j7df6E5BKY2Ce09u9E2UKFTEY7XhhB/qNWx1TXfMkwQlbmjX37POadeZh/jXQpvxAEuTE0V00Ka+nGLwu3233o0KHFixdrNJrCwsJfejrd6BIXaJG2bvwsCFvOW/SnbbbKXbtvDy9mCUDetc3DcgDQ5iZp+ftw+5dbaoXjDe/DV2mn7Z+4XEel8J10iZlZYswIyP5EXEWJZTzlCFqceOUwLJ0s7T4wyaGFupb2mrasnqEAFAVy0Gu0ZiinGe5fsfT9HNx3p7CxGu6OlSM7EpcHZFFNSsWAUCuX3MNQlfh6fcyq2riP6qM/VYifOXH6LtUYwyNqPZJ9HTsNX7q86yKtr3O/8nfxP/+SN66DJIYn/weime8kn5mGpwsFHMGhO1LW66aS3led7DfNdPApBEfkfJP27TWY9ELRPQv7LHxszA1WVbmnvV1QOzhBpX08sZ3LaJigtycfPvzUjSmhhHXkFsm6Nqyixzngy3o541tnwjdO9gvHq2X+y4moxJCerLHzi40Ci0qUDGdUwvSCa4fkNqh4AOU6TjeGezgtCQqV66tDhsTIjQAmm08ypFWvfpXnTjBMs6ovE3WbmjEQAFUu16dNzZvNbUrAXcIlMIZCVdTtat0UgQjgecOwoa/Mmlkx87JT/fo+TjpKnPBZLJcY9JjVFJzT+wCXEPpwDtlPN35x2Gy2adOmHT58ePny5UbjmULdu/HLotuic6HD4UCbBcYoqH68UPDUNJxsxTGvOsu23n9z8RYANluF3V6t1YZ6DZQTxYFfaWuLUl3FZHmNOkpF8KsqgeuoHBT4cmawpE3MpK4Fan4ry5hkJcEpXqTGMYKOtf+UBUM7l+ShNVXyzm0kNo6avCGx66Ly7lUNVe9pz/v6i/6n9wJg+vTn5hR6ixYRRF6v1k1R5EaF++Qou7sj/XtrLR4bCp4BgJlZuCgZtTYkahHbSbY5q46RGVd4ASnekGHsf0eXZzlhsvLOG75CC0zf/vLGdTKbohh68eksmxWJWDVMAfWnBL+WDG1soI0NSulpWtX0hHrsmgZldaKxTtWJ88LJdPKz+/6pEMiDVDbz2sak1+WOAk/NhxfxQzMj0fHPEuXpgkW+/vXahsV9lz67408ArDN7Guv6TTt8e3TbPzxb9+Uu7neZ9OZA4XcHvczm2ePKEAt17JQ8BS/dCpZWSIfaaJaW3JbBGrtO5iu308t3+enRPYfF3npmQiwDgElKIdExgTXkuUF9PB9cTQdMO550m08J0b3daX9+vjpnsSgDAM99kBJXa9SuszekXprxt0QdTprxZpHGqkWwrFSNYfTymlW9HI0AOLYmgn0HgOqmRVAzAJbWNfzj4JrrTR83SebN0cN+P+0Zveo88saJgKi7NdYvXWKFwkSRiCkCn8Y4QiO+OgGXwmjH8PatXobHJTG6cT+BFF43fkJERUU1NzefvV83fml0E50LGrt3YG9H9PDosRgw6MftjmfwwCBUtu/bfG+p/JmH5XigUndGKcK4FRH8qywJv3bOdjVREY5tolSnsPGMdjRH1ERpNzjcMzxbGSoGqe2pO5dKU8pLxcUv+b4eNWb8vse0bYZMAM+Wrelf7w0hVI4dlijFNTf6Z5fAcGWNqAp4MFW04/92gCHoF4PZ2YhWI7pLvwIj6CN7z7cUveVr0aRcpI8YExExjqmzIpt2GsPE9O7H33WfuPt7VmbMJeX6o4eVo4cB7NT1fz32mpt68lNmZ9OVp0irCzpOwhFFVRu6BzGG25w4CydnATiEsaP7lqVEGiwHZto+UFHnRu2lmzVTchzNABChJx2GHCY9k5t2efh8XKZDNQ2Xi6mhojU2y8bIudOx/BSAem1DyNbTadWIzhDr25Mqqq48dq9g8yeYDzl1J8zKTcnCxX+X69Uk0Ul5T+6/mwKQKabscH1v8pLXpZXSzrGqqC64ziZTqH1rdYPsITrgee6aG6UV73tKcrKjx7KjLgIgtleUf+B1z7lbTzhLDuxM2AyN3xq3SadrntM7UUXgVrD0GExOFXLi6m9tSvSqB+n63f3exKulVStlf1g8mMxsT86XSRRfPLj605M3eze0bd/92ZFJhet9hrf97dZV1c35x9SDFF1GT7W6PxcerMZGkcgbOr+uxErF/r1bsUHIZbXj+JB7ylCoUg/i3GUyG8WoB3Okm+d0oxs/CN1E58JFZYWf5QDYthnJKYjrWnb4XJGmT5x4VfGmt30Nffs8xjKd2IvYwcOUA/7UA5KcElgqgUmnJBo0oOCBevCZLicqo+Ulu692j2OHqBnJWb/wv8FrZJPfgxYr0JTO10OfN807eXN5aY43Z3hGS5AJSik6gl3bQRXapz+1tsvfrqGVtcSg42z5RPZGyaDFCQDfVaPFiXvPogaUMHGxEN3LVv4NI0RE9rlFfYLI332rYLUCMFm5/C13hSv5lpW/v//AIw6xVrE8PLfNX7xppO3QE5kjp1qzPt5kmtPqBggyjTTRiIMAILFtLZFbnEIdq6jSTr0WuMONlRUtY02tq711Kwvbl3wZ9eg4YxzJGMxdPI1Exyh1tUQlkPhEL/FSFASUy2jc9HuxPZTlACCcGlPSMDIR9fa4GBa7grb2YDKwutyzzgoIldFxHP5Oaq+JMqRFtmQ72FgKFoCQw8rNStFq943l8q2KdbC5LFIUN8ZGLo/JuWOgttOfVxWeAB/QwqRlCA89TtssRKNFh5aJ9eQngf3VKB/mXHNAc0Ngo9c/WWP1Wc6iG+caWia7e7aarp+yS0wtMSkXTb+c2m3Kof0AmOxc7ipvKPFhq/06U9AhejRsdLeeEKJ6AVhlar513+kvvsvNtAoAzJudmuFc5PXnFoMDiGVy8wveS8J1VBLLZOMtoWOFnmxgjZRudKMbPwDdROfCRW1NJy0/AdEBUpJnTJ2yvaT0LVlypKRckpE+t9NuTF4+f+18afNGWNuZzGx22mVBC7kamhsgr2XFSoUxkojpwpnl6l2HJR/LASDVK4yGRLIVDtEIELXcqpUaQAgiqOKuluRi+reV3LTL2AmTQ3fUFhp1m+JuqxMMAJRwm8pXnxLAvXqVr4EK7SLbxlvGEkUFIkmaEsq1EEXFHsshtt7hQayBIKwqesjD0UMeBkDrat2b/ubbpJSekndtY0eNDezf2npw2/brvefrSAMCC6CS3o7GrYasRTnJc2obAOBoExMdidx8KrlMrpecqACgEBcnBv3lXFW7c99fAlvmtayFa6ZSWS5WlLJTL2WHeMsse5K8lBPFRK1jUvtzUy5BmsFe832np2boOQ8A9AL0Ag/c1XPRayce8WwSZGHB7msokQgNfVxQItVkPG47tBcA4hEv3RHTckOzqjefI+imCi0vOeJa6XQA0PFKRoyr6LrqprKPXZeGsG4AACAASURBVBgwrNMcvYvjmAwtCayKdVVyWAkIQ1CcmeNoaEx6jivILTSX1Cev2SnabUxsOgv4ohI5Kbpa6Zm5PQFwAyiIYtZffZP+qmshS4H6PT1UQqkY6puQrLUeovN4WeUtp+I8LMc7n12SbpLCJZ9TMI1tU1DgkfOgJDcrbEx3IE43uvETo5voXLhQh70ZnkuhgnNEXOzIuNiRZ+3G9B8k9O/SYcYkwnD3uc5JrAiNp62ukPKs9Rr4o1JA4WY3Ub2XykjffEmbm5STxyFJJCePu3wOidDTmDRUlAXuR4xP8JS//Dah3+8qt5x1JpS1K0I960wTDbsU3uRplNVVQvVA0vPsxY88UGpDY1rp6XIEEJ09ZuWhfaoSzb40emSO+y+NmoRgooMT6jgANWrPPUjFyG1Kkdc+FsOOrY9bITMuEMUt1AhuvyHNEqNytfu9LLxkjGkcQ9EMgFrM0or30VDHjJ1IIvTie0tpdSUA6rTJp3aQQxZpRFgpEMLwMf3ihj2qSw9Ku7s27eG+zMitzi+yauT8A1+5jbefNCLKdGV87e2B9cnMMZ/b9H6bX2PyvyPaRsddkkr60/alFXKrXw5fZCLcjF5Q2jLr2tDkQHwnl02cinxWIPzhmHjQQrN05M+9uIGRZ1z1KVAyFjFBbXGuyRe1c1v0EoBb2eqXt7wsU4BAwWElOYOv9Rvt7jb40/p2typ/PSk+25tHsO5tnlazPm4Y2oMMXKo473kds9l/bw3NDZQazpXoKOZQV51soWxMp3270Y1u/HB0E50LFzm5OHIQ7R2pM5GRyDjXVfhnh9ysSN8xshtcX0nd/5yuokBzjgdPtNN3GaJSOkn48h9oj7fKDD20X7K287cuaD85QUMPs6TVK5QcmbVron5rC3UrdKRhJrue9cgld5lz5MGgKLrH4mM5AEAhF+3hzkh0mt203kVzdYzAgESFCqSSY060uT16yiettOB7F5ABBjXIL1UNyY/de7gxqb/dq77zRXSfzYYsUAxvbQegCI0K7/cC8rJR5+jdpjsAwJTwVmLd3WBdRDQSRX1bZvpUpe9oePejdoeGkEvfbyCH9nNXXethOf5fUqizHzmMYD2gfZEjr01ZlGQSnoyovyM5EQD2N7WvlW01EYkYNDe+nzWiv5v3xl+3xn7MuxOiTLNAJMo4KONwpJ5AMH11ak/qWwa731shtUwImZjsK+3h7jKFbGAk8+2oc426py7KtIzUKH91xP2fp4Uz/dMeO7CwGfPd/OTLkLB+uwI/MVPc5XTMWFIqIYI/Njx1jSVIHnB3a+fJ2zdPXbT/k4PRjVs9X5OmLWPV3r9+hEF/wuC8LLj/GVjOW/WNz1dWm0RpmE7zmipHXRt65fPhYymVd2yR9+2mipvJ78dPnAauO1SnG904P3QTnQsXEXpcegX27obFjJhYDCn4KRKvfgpItYrpr3aPF8C83ambyOtnn31mii30sX7MQFYlRc+tCXAN6AjlQgmKzNhaDNtdqhq2TR25TSU3Tme1rUDHAmYp5fbumDTcU+OJxWWzcdlsSIr74T9RPlQ1zgfm0hG0aGtQEwENc4r5J09xzxFxcZkEIE1DXu3PX5qZzcSkK81e4wpRtIy5Bw6aMDYZwPKaoLW8gcmeb3vdIl7S5mp0CM7lCbmP5hRQkFy3+4Vj5QAo6wg5IicZABDKGtzpotFbROlfCTNWJMfuFZ97o+GKFKkCAEUnyzM1t8qb1ndy1lJocMx67SAAdW73nSdLcjXqSV832r93StpGvWYPQ1wOu+CODMoysxl2RplmgbJE1hNZz6f3RenGoGmLsZRrQ7NNkO0h+eU8tQFAghbJP01xb6ImXAqDmgW85WbKVzFSOsnTDR5sNRg02bmsSgUx7A+lE6LJ/CwAahvFemfgptQuqlCpBO3Ia7bU1e5eUVm8lc+OZ5IfdrrS1SoAL+VkTmk+emmNsZdFDQAUuol8eFq4B5+bWn533Cs3tMYsNq1z9nAEURbjzZ0UtZC3fOf++kOTcYNdXYZiGCrGJty0hulMTaAb54v9+/cvXLhw3759DQ0NaWlpw4cPf/zxx/PygsQcz1C7KkQf+ccM6cbPjW6ic0EjKhqTp/3SkwhDiESKbaOomyIwEV3e3h5wCYxUG7Qql2noNYN7OplTV9c2a2SlNiEi6eZMsnIzbQ2IcCa0MWa1i28AILHtjftuj9Q/G2JFoGUl8BKdDrhkzp4vRu7wNTA0TSGVAEhkJDv1MhKfJA7oh6IgPxeTEV6t0os3KqTFHbIulQ562S63abo6ptcV8rpNlDUTRcM4M4kiwOaNurBI3icaR5Wh1qpo0f3gwamxVg5IBvCHZnn4WJcrI/IivUptSJVLW0WOkNP+WloUqNG4NUBsyyW8L24auL31zYrWfSdVObOTtl9t/ubvFeWaO65VXnoVvjJgvj20mJi0dKXS7+Ri3Uk6dyyvThOdfkvPushxkPRwJUDhH94vrd5WH6E2awUvSRK4FoTAG6bjPZaxZnoL/uXbqLX216SOUiJloWWaACIKZhfrFRfRi5Wc4kCPCNzcG8xZLpVzR+R1avNSp2zSEndPLpnRz+VyiM1oVHMcAJDUDJSeDuzPJHqdd9k6cnUKuyKAj97ftZSzTZYvruGLnDlwAu11Xze3bh/cL1EQhhv0p8YN/Sbf7Ch2DZS1MbmCkN1lmNpHjf7qYLEurkcbLxL6do5pd4wtxsXd2hg/elAnWevynh0m43q7utzztc2+mdnyUMLExefw23TjTNiyZcuECRPGjx9/9913G43GmpqaTz75pH///rt37+7fv39gz5dffvl8d/4DhnTjZ0U30enGeUNuDquo0KwwEWfJDYmYITgP+EXe3DN4u6gAuGlQ7k2DcnlKt45TJ0cx/Pzb3f941t+NbfWwHB+csevR0Dt412ErhI5nkrKFGq2sqgYUxp3EFPTGTT2pxUyMUVIjTAvtUkMPNiLVQL0WC5qewI4Z39XkN4ZlPu9qVWb0imE/zwhq7eWtQTExlnnhNJJdbV8WL+ljb2Dc8bw1KCJq7KkmDIsCgKlprkYV/XY/r9FSh1ebeHs0N3XoxWp60ZENah288bathq2WiAMLLCsBHFUNfla3ylB9ErrM+SPvnn/0y+HBuVQkLp6bNVf6eLlyqogoasaVxtpzkBUZm/9568mnZKmoJSbrpoi5NUwubF5Vmf1WXDq89+Yjr/t2wktRKjHOxftXaEPrxMCj8Ja4rDtKWg/+U6otVaO/8aI7MKgH8zePZjSNcp8QiU5iwd0Rz/ftBUeOx6/XfvqT1n1/lxxN2pSLYkf9ldOFltc4d/CpTOwftWKlTDjwqaxbcpQfWdx68DuO02Znz0+beAktO61Ulnt4IH/NjYGBb+8PFsbFSJublTiB3JXJ5eu7pF9rWlqLbH7Z6DKnc1lD04OpKQDiBf6GHnEIVa/sBO6At3kLL1OC20aWf5PsDZ1+J7t5z97+Q4foQ8K0qdtq15YHtljLvkpAN9H5sXj00Ucfeuihv/3Nn0/w1FNPFRYW/uEPf1i7dm1gz3vuued8d/4DhnTjZ0U30flNotSC9dWwiegVhUmpnRS2PiP4FEYsDzKqdGWuD+qTxMQv1Dn2StRJhXxWyGI/r5fvPyqW2miqhjyTLxR4qjwGZ2hTEiaJm0qUth6Mwx8LzBaMQjhu7UMWK1xtBAD0jMLcXLAsiY4BYHnPITUoknqPJelhs6JRueNk1uYWm7Ps1/NdaBxHcqGroJEnyDNiTjY+KfE2zc1Fptf6MiOBfaonl/vFl33sHpYWxgJdHZxPlpllb5F6f7zG7sSIiwdylMBKVIriXZjdfLMl4oBvdF/X/j/YX27VTV9iblqjTn+739131m1/sexzXwdu6qXEGMXfcgcsLmysgcmBVL25LMa5gqqwDIAumSQMKeEbUg4GsMR9kTo349YANs1JS8Q+ibWpxLhqMjRJPi1TfbPrxp7m8UFnkR3JR2bFjwuu8tPol7TmqY2XgOwe4BmPeKOt/Ova1Vd6tlosJa7mo2lX7yCdCR4GQiyXnYdlwkE9hAu52AgPnx1l/4H7Tpd4iVpN7epRI9/Juut+paIMDjtJTScRQUE5PIO7Mrm7ziHurd4dehHWhbWcFZdER33a5PXSigz965A6H8vx4KUj1a8czTTeFJSDwGT2RLCqkU9zuRs+VJbj5AlQBVm5yO5cJjMUhw8ffvHFFwNbCCH333//vffe+7NMsRu/KLpTGX97OGXGwr3YVY+jzfj4NF4/er47iJghsHH+K8dQqAqPLXAekEzP2hsftbW+5pDqveYQJpLoJvERl3gT0S9PZEsuVlsu0VROVl0nlsoH9tCmxpDCnIIUy5GgagwROTM0D9/DjpvEZOWwg4YJ9z1C4hO82yiF2OFWS9bhz8PFPw11PT0EDw/2VIwCQN3Uk/8l69YAUBiHQ10JQiNtA13frYAzKG7Dh5vSglaXgZHMUCOjUNyekhI9ffiQsQP6zh7+Vf+gqlV/6sXPkTrMRVxQFrTEm+qEx0uWpJQvG2De8RKpDxIJ5A35d59MubguilDyWYJ3bXZzoUnOY9r3/7EP83BpOVg7gMVJo8b2u/uZ1MkvpEwR7voj6SiRIbv51tqk+kPp9d+ireo9t+FdQAFAa+myL7NS7KHZT81IdKgrm6LWunmTwjgcqkq30DRkwCf9B3947YDLHUPyOzpS5BpxWWc0ISE4EihSBb0/AdtS/G7gRmfDXndz6BXokLGyVl5y2l3cTgE4tovNf3fY1rmta9ymv9jdJzuPZZZlp4/leHDi5CsghMnIYvL7hrCc88JIQ+jYUWEtZ8X8pITH072R43006nW9Q2PRarSic68kVgfZDrnLr9KxQQXL9LlXne+hf90oPoavPsfJ4zh1EmtX40BndefCkZiY+M9//rOxsTGwccSIEbt37+5qyE8FQsjx48d9X48fPx4Y1kMIOXr06G233abT6Zwdj6Ply5cPGTJEr9cPHTp0+fLlvs4nTpwghNhstnvuuadXr15RUVFTp049ejTohiouLp4+fXpUVFRiYmJhYWHgoX876Lbo/PawMTgv+kATTI5Oix74oDio9Su3+7hM1NBexGtG8LH/p23ZZWFcrL6vNtyc4z4lm5d6b1FXkSw1OWMf0YSTIQ8MkMTXFyul3jhNbtpl3LTLpG++9HwllE0av6Th4CPu1hMAjP3vjBp4LwjLzZgZtBdKpXWrlV3bqc1KUtP5OdeQpGQwhCZoqBK0chCeMHqitFNKvdzF2DbKaB0CANsqXQefFu550GP4CcSoaGbdKNVzp8RaJx0dzf65FycweK1Mer1cAs+2GnWQ4A3cEfynyfCcx05DGado2MlZ+xNFC6LUDHjGaToKQLLVNpgeitPM0DmyvbNrHzpie/IIAMDnqc1zLyoa3Zw7tE1SUQnBpdk/TOizuCd/X7F0RfmJ+QN7lWnVu/VpdVzCWwdKyFYz0hMAUIm2vmiV2hgAcEULruvsibfIQrHG5HUOjmmhq+OD/peYW662r34nsCXLVdHPUbxHN7BW62ZvS4IzDuVt0AsSq3OslSBLqn6ckBNABGdnY9E+UFRrhEY1nzcuSzglcz0YRksAUNEa8tsq7qAlv95FH/2k4ZFdZflWe5VGtWFyRr/dAWdO0f6VO+aBTi5Xtxgae+50NoZ3+wEYqo94OjPtyTKvc/D25MTZceedBU6Av2Sm/SkjtV2Wre3W1EPHQjoMbtECkJsUvof/hiJaXfKtGxo3LLBWfUNYXt/zmthRz/yIU/kVIoTZHD6AQV0Xe/Xhr3/967x58z755JPLL7988uTJkyZNysrqMkTvv4zHHnuspqbmd7/7HcuyAFauXFlYWDh//vzbb799586dhYWFLMteeeWVADwdxo8fD+DWW28VRXHZsmUFBQWHDx/OyckBUFFRUVBQMG3atEWLFtXX17/22mvDhw/ftWtXr169fskz/K+jm+j89hBWwxxm95mJjuUtp6vI+xptqXCBEM1wju1LOQ5cRCdGQef+oIKLcpPiLlVUvTs3ucs7tvhYDgDpmy+Fh5/gU9OVE0VEpWYGDyPRMZn9Z0rWGkYdxXBaAE4FPAEbsEDLO7fKG9d5PtOqCvH9N4UHHgvXKQYAAs0wzrZR5O2XuGIWsXKEl+V4YLOKKz4Qbl8Qrmg3OY6ZHBeUXBYeuLPHrEyLZwE0ueiX2473EA3j4AlwoYrQ0DJDchSMiuVPOT8MeuWyaY57iA7jTmBcfqmbmVUxS/f13Zd9Ks70AisbQBkQ7xFruQybbd5XG9yX1IqAeGTToY0xBhfLTDBZYtwS6r1/irSiWmoL4ke8dZY9qVDT8hQUNYAbquQaTdu/0wwSYdJ4sngIb0zQOHpl4sTOwFEqxQVgsFYjcAQRPPrGuIrk1te8YSu2DaKhUKUd05FDlGeU/jrqpl3OjyX1O4eU5HUU6xwAjL9Tqwdz2rTJ1rKv/PMxZKjig4Sa/rXX/vYGLwlIdbhSvzjRourtZjosKARyU+d54Bp1ol7fs739BABeQZQLcapoZ+M+dfw5rHtnwxPpqTclxh+12XM1mhzNuWofh4MlxMhxoVwPUMvk7uPxALik0BuKURkTZ7z3g4/4q4c5WDPSZoMkgTvbynbVVVf17dv37bffXrdu3cqVKwHk5+c//PDDN954Y0jaVFdZVGdIofoBQwLhcDj27NnDdjy+nn766UcfffTZZ58FcNttt8XHx//lL38JJDoajWbDhg08zwO4//77L7roooULF7711lsAFi5cOH/+/H/9y5sxMH/+/L59+z7++OMff/zxuczkV4NuovPbQ3YkTgQ/G3qcqUih0kZ9LMcDx04xsBh4OGhYYWkqdXmHK9WhZTJpdRUzYDCTE5TnyUWkACi10ZsPuj1Fke7N4l7oy3uCZ1pO7Cw11sS6dD0cRgDU1Eh3niaVhIWCoXHIDVqZ9DNVjJFxHRrKko8YcWnQoQGUVODBrbgiE2ODXFHhMIYJmngqVu41K7N3u1vaU1+SJjrsiRq+TGGcL6cP+j9ysbwX16nbHw853+QEKhuJxUwCEqw8uPZEFE4UtMTPakpc4mvcKsy66cANE2T/cqmT5Msa/P+pI1GnAeCwY089QgxBlAVAGRMbkcrZ92mFdX+vaft7DUrIrKQJo3UWIAG6jBltJz70jagRkg5r+2SoVf9M97rDaEtz+7s2wK8kZP3arR3N+9jhv6z8MooHKpRxAXHr5jed8fm6qAH3uFuKzUf+DYCPzE6cvJThgy4/7cnQVC+BM7sVv6sonAoAgAypWRk54N0t+66GtSLPAkEGrAcqPhyaMOFVY/+7OhlynkhVqVJ/IoEHA8tMjjJ+22r2ZcvdcTJeKzO6SXx3ifLzRUoqagIeIbFxZ2c5HuTn5y9atGjRokUmk2nt2rWvvPLK/PnzzWbzfffdF9ituLi4qz10hR8wJBD33HOPj+U4HI6jR4+uWuXXdr/55pufe+45l8ulUqk83e6//36+Q+hSpVI9+OCDTz75pOfr5s2bn3jiiUB31bBhw7Zt2/Zjpve/iG6i89vDpRkosfi5zl39uiqf6QF1hXIU6jzLe4mqD2PbWwGqZqQEAGw0OUN1iJCgHIAW1S9xiFxGxjXh2s1X7nEfMCueteFfpVKcijyex31RteRvCQ8jAQAubsx7rHgK78ggb1YDYAF2fQ0WDMDAgEAfFrqJvG4iD8xVDmaLH/qjRghAwMHiwjvHkaxDjtE/yuGQ9+6k5lYmNY0ZMASEzE/jlgbIPQ8xMkMiGQD3HxWrHHRxUfktFY1ALBALIFMTI6cxAFY6et+pzopxlvoG8j1n2afdFAVadtCV9dHJ8J8ourHQErXW3VE4/ZLSoazcZYzIqQhN3HAd9+o/lMpyCNCTAVZxNqXe56AU8QXLZ0Rdny1ENYr/8b/VZdPP2lcntSg91IM54/zr3OZTzbueBsBF9WKHvbA8oWB0pIHabAAgiuJb/5ZttwQeVLFQxUE9zikAniqew8yh14lUpQh5bMLExXFjFsnOZl6fDhK0rh+2NnyWuGHVJU39W3RPHU5Pt6kBkDwOAXEF+itC2YbrqNS23CW3UqD3mBH7bJorxZZNvq0N390d2ecWwnZS9f0XxHv5efecKvm4qTle4AtJzFM9U3XTWD6zO9D4vDF2PFZ/AYsFBNAbMH7S2YcsX758ypQpUVHeJ09sbOy11147b968Z5999sUXXwwhOj/Ay3NeQ8LNPNnZ2b7PDQ0NAFJS/C9dPXr0oJTW1dVlZGRwHAcgPT09cHhOTk5lpdfNWlFRcd1114XsXxAurHvhv4BuovPbg4rFHwajqh1WERkGaM9yDbCxDBfPSI1+f4GQf6Yh7pbi+mOFSGmIsowWxETKpHOTLmciurzz2ZFjlIN7aYcBukFffaj5c9pMT5x8+aIxK9LT/KGXlQ56wKIEOpU+r5NvSa3529FbfS3r40/2N6fMKbok6BiflwYRnQCQ3Hyi1lCnX6+Ptff0fjrU7CM69jbb7neX862mgbZajirMkUP8db8bJTZ83bj570KveiFytM79dEE2zwAllme+ONXLao8Sg8xgV9U285SKhLiI+rGEd99uv83dUgTgvdirnrWNeNDU8myvnpdR+zvGiKHmcM8GVM4sH9ExOo3hHQA0qfhHe6ctT4qt/XKxUu/tzPGHtFRjEy9X2EZ35Os0eXPy1LfUPXh5Syij4tlTktLDuV9yjZBjR/w5puAJxdXKauJ8D11PjpBSVUEbG1imQZL9MQ1sDONjOQCiBc98iL9KKwCAMXj7MIKBEULNV6WO1gF7X4UG0GBfdPvWeMueNYMjRU6nl9SPq10nKVio+3NMcB640k5b/+0PIac7VVzmEJHbFNhHbCsTonriR0CxUMc+ibqoKp/lM34COpIg8Cv79AqVP/rRECsU+1aR2qnQi9WO5n8L2SZR0Si8DnW1oBRJSZ7cvrPgwQcffO655+bNmxfYSAgZP378Cy+88HNNtAvU1IQWNeQD6pAkJCR4+vjYj6e/p91j0amoqBg82B+xXlZW5iNGcXFxK1euHD58+M94Av8L+A3cB90IBwHS9OgdfVaW4+kcOV/ts6irB3MR08/0LKn95lqpoSSudbrancJQlpWr6ZrXaEM9xM4zcokxir/rfnb8xcygoUczDm3L+JJ2rI5Hjj6NFif+cxQPbKUPrNM+szRkLEdQZAnNkjiS6iBSsFepst1u6+LkdDp2ygwSJGHXsTbz3lM+YFH6fe+akHrNmP4Lhg+4r0plVI4eUirKxffenHB62+qipfsO/uNf216J3fM9TE78de+4ZkuCSxSUzkNJAFTqhqya8O2YPl/07//dwpTfK4R5vsH0j4rmIgcZO7rvgn5Z+yNDnYmi4M/McqnKw/d5IFL/Qk6fFj4+yW1V1Qd5A1VMUbxzR1T0uqhRIyItu2z/KTC/7lRcoY43ig6rT60MgDAcqwkt5AQAbjcAjbCGIeaAsbTpSVvbhy6P/vUt6RyAt3sELeKqfLYTGYLKdqw8jQ9Porj1w8bDgVtOGRxrk1sBYHMtu6lUO5bXjuaZMLWbEKUDALzz4tAWQ0YnJ3LOcJfJjX+0tX/qsq52N//dYd903rnlXeGnZTnu03Lz83bHDtF5SGpb7rJ84Dr7mF8FOA6paUhLPyeWA+DSSy99+OGHDxw4ENhIKX377bdHjBjxs0wxAAzDVFf7M0Lef//9M3TWaDR9+vRZutT/6FuyZEnfvn01Gg06iM6LL74odjxdXS7X888/7zuLwYMHv/322z6jUWtra79+/UJMVr8FdFt0unF2eGTZ5GaFaEngi3s4ZIfJ1XQgwtWbk4J8K+LLf6eim0nP5OZcQxISQ0aRSCM3/XJJshevuNF7REmnc8XZ5TK8fBiV7QAI2FhL5iOlxxdl+Y1DV6ewUUJoPXeDakSjdggUCEqbQSxnqFgbEbX9S8yZi/AYQXnnVumLTwJbpIiDrKsHKIvB3mV+/gGxVPEGax/TJjyQOXPl8Xdo+WnaFKRwohQfZcXcrn6ZlckxYsfhZyfjgdNl4IKqZW1vNwNaB8u8kpn4cVLM9q1HMu1eQ8WxSJbT+OO1mxPejRAvYq3eLO7nc6MPROb84xi5rxSAUqvhQt5fiiIiSq8cdlnSRMvfPYYrKrdKUm22wRhNzf6AGLfcx/OBjT3T+w9JS6/R6lLstQbNK6LcS5Sz3NJgpZkCsG8TJZMSvUAzOprZOFr1wmnpIb38uwrahyG6PFY3kQ9d2I8046WDno/yd0drZ+6CLsgt1azuoBS7GzE3r1NeEJ7Np0rph4DaD/HjXiLsD4+taV/ltq0Pit9v+9ilGcOTC+/ZadsYxMAcO0X9TCGcGnbjmWee2blz5+DBg6dPn56fn5+UlGSxWDZu3Lh///69e/eGdH7llVc63ckZVAHPPGTw4MG33377H//4R71e/9lnn/ncTF3hySefnDt3bmNj4/Dhw3fs2PHWW295oqfRQXSKi4tHjx5dWFgoiuL7779/+vRpH3l66qmnhg0bVlVVNX369JqamhUrVjQ0NMyfP//MR/z14cK7Wc8HkiTZbF28qncGD7F1uVxiF9aFCwSiKNrt9jPUTPlloAEo0PF7K4oS/vsrEgVAaKhtn4puAEpFmeudN+Q77wPT+VIaEZFntZ7sV3bdgNKbOsoaBOUeP3n6+GmDe1NkjiZCM78HbklwKRjQUz/kRLs/x3T8lusVyoHAyUYrhBWU8q1JuaYGVFc7oqODrSySxH22InwaitaO6ESxuEkywqowhyxBf8ROfRoAq2CzGb+T2DZBjDNYB7OKWgahVqcQ7I2gBITCPSCmbHTWoDYwwNwkmqRrRVPIMWFg/NdkvZofNrb/faW1/1dex7jlPha5qbGwJf4j7z5j1ParczRLt8NsU/imUaLx+mN+gpXsUFui8yJd3pzfZgAAIABJREFUfs/U0sQhKuqe8OEhwB/fLZn0rssL+bJ1pKFBcsbZbVMUJQoASbS2tjyNDYImvpBLzSQBdh9Zlm1tNtf31O76vclljWAOqvmtp/mLkgJcbe4TsrXORgwo0GB5P6Cfd8qAYhdFBN92ms9Oe64DhbVX5tzXr0kD3dzADmPrI72fLC6b1dpp7QgaByYRSr2/hS0wJMWdtpesoKJN1WOSEF/Q5VNCodzOJva4GRpOHBmvZIQa0qRDcKzvJCLNWm1jOrN2nSNkWT6vB9c5QmoNnaq13s7+UKs9pVQUxR8/zwvwYRsbG7tjx4433njj448/fuutt6xWa0pKSkFBwb///e8+ffqEdF6wYEGnOzkD0TnzkHfeeefOO+9csGBBamrq1KlT33zzTY95pitcffXViqI899xzH330UV5e3ooVKzwpVwA8MTqrV69+8803X3311ebm5mHDhi1btiw31/tAGDRo0ObNmx955JFHH300IiJi1KhRTz755IABA85wuF8l/reJDsuyavV5pHoqiuJ0OnmeD3SCXoBQFEWlUjFdsIELBG63O/D3pxYz3G4SE6vPu8ZZ9E1Xo0hzk7rNgsTOVf+HD1tc/PGjA0pv8vQN207VCl12chkA7unnOso4q18c+s2y8ueLLLsT1KnTN96dYvUv524m8qusYVZeAMAQlVodtBLQpsZOtecYuwo2m+qjUsGmCJdk3GCqzzNZa9TCe6lxVpaNFW1KQe+mI7fI2mYADlWlXVWeaCrkVCqubzS+CC7FQAGAb3I+2Fv9oODlf9vb/JJ6vAIAIoPrEuM31ZJKu3eGzQI30O5gOgp9x9XforMOsV1pZiLi9D2vZVVRypgyZcM3AAa3cyG1K11k7tvxa6dYjtsZ4c34gleTRn+wdRkaQ8X9WGMWf8vdAFg3pTtk2UTd0qaWxitwxAWgDQsj6terokbyKURxgnBAP1YuY93fSbGIACIcmPZ81sCppkhYAUBQ2hkqioxOIAZWfU6XLtPqtZS0R37vVlVNsOC2xm2vx4/2NL62O7ePxVu9kg6MVWu7WAzUEO6g9jWiVEGhp3SkS5MTwbIZuuiHzz6BD06RTd4ICW5Ho/LAANorKDS+vUwEwnIIAU2y+scIFEuSdF4PrnPdbaboqAqarTZVTX7oo87lcnEc9+PnyZ1jEtR/FxqN5t577z2rDvIPKMN51iG9e/f+/vvvuxrS6fDCwsLCwsLwdo9Fx2Aw/Pvf/+7qcKNGjdqyZUtXW38juBAvwXMHIYTtVCul6/4AGIY5r1H/fXjO6wInOoQQQggrS/L+vfK2TbSxAQCJi0+46k8thjTzwT36+lzWLYDjIAU9fBmOJV38/hptQmLroE43eY6pCA0AmPy+rMr//DWysXf3WuT5bFptl4ILeosMD0BvQHwCE3rY2NhwosM6ckC9rn6yuZY3Od/Z4TUX/L60btRF/X6fp25tWC87/VLFIt/sFirZIqZUMObcfJH5o9NGW5Czg9Ta2GKLxxcmlsuDqrW32+NXsI2Ld4tzy2UQ8USupmeB4fdZePCo//V3QktQiQCtdZAW+dhmwltF4Bj2ojzXABMO7VVo6FLWotNtn3DVHVXe32GWXHVFy1GJlVxiUPyBKo9nWUKdtP1Lt/OQRBjYyW7E+J+zTsMzbOWXko+57WEYTdAPdk99YsQIwfaNM8p1QlA6Zns4D+PjaVMjDJFEHxpxHIQeEShqASB1lNN6oG7jTU07awRjQe69aUwfeOp85UeRG/LPcM+ysRBu4ABIkmQ2O871BndI2BQUB8qsq0afoKB1VtsJyzFcreKEH/UAOd8H1zlCfykjlSlix/9uvFXNnTGh8qz4SeZ5wVmmf0W4wBeyCwf/20SnG78wrO3ud5fQZr8bhjY1yitXxj34LEYTANTarhQflT7+kCgayrgAhSSlkLiErvZXXf2FxIaZyo0qmF0AZE2JrC5jevfj5nTycgOgykGZfI6t9ZOMZg3rYkmkERMvRidWPI7nLp0lffWZv0Hsz9oCLB8WN3b4nSI9rY4trsbeQ7JLlgTp6QGQODMIVEUHT1w6Z/ZM4/3bTt9SESzLa3EBaPvIZd8qAvgTkhaqrNFtdWLkfoVvzGiB+Pzu+x66K0Gl/qhGViiuSmZ134cx3a/L0dCRIPZVhWru+I33Tj70edvVZdsccX+UVftY10CV6c/v8JO22KoR0QZFA8Z504GvCaU8W6wW1jndUwCwBslwTQRrJAAs7zidR7z0RYUHQIkz1ivCoQhlIcdXHMFZVBLRTRW4Q1VCqZ+TKau+k/acpm1mAGzBKG52Z7FRHszNdT23UWXTqe3+uKtoyR4t2WOyBmP8YFhFAL7yHT8xzGGxui2hBUDUw3jbBj/1ZPTEeKv6DFoJvywYLYn5g9ZdJlMH5TNYJqKbYfzK0U10zhHdRKcbXYPCvkX0lBxXD+K0Y0KzVdkt3wWyHO+gpgZqbiVR0QBIhJ4l2ax9JuwAIGebmBsu7ipABwClckXipv9n77oDo6jy/+dN276bbHoHEkoggASS0EMRlKJnQcUO9oKF0/MsnHgqp+ideur5s7cTFZUTzwICsYBCQg0IJKGkkF43m2yf8n5/7GZbQpETvMP9/LXz5s2bN7O78z7zbZ+zKgOxcmK0h3+0EKICHceSKSx8qp/UYZe/L6LNTSQmlp08vVltvHSbZ1O7whP8XxYz55ACQDWUTT+fvUztjok9aiwqO2kqSe+nHCinrS208qDUvUeOruRsIxix7xCMoXYnAMKEL72sHAUgXrS91uiOUbHr46LCiU6myXNYdmwS/R65aGu3pC9VeF83xVGLTz+68qqFV6b2PLyGm/FDY8ggzc6Qze0t02aOyYntsojnehtkVakj5XeULa3qjoW2ySuDVRIVc05rIwAN/52a30SpQfPQ/dBx1EMtr7g8FSFGGt52sZ/oMM5eNYVZIKi7MIAlPNRmB3qqAlHGJRq2o4f2yFs3k7QMNj+8HpIPqfp1E35vru/HUJ4I6miPj2dEjbhNlz4DOGUUx4sELaJVsATRnQGmsC58KmO+W2P/2iNbKJ/B6OeoWPOJsoed3bbFh6s2dnYN1Wn/3C993s9XjTgZMAGJ0wjOeLAs+9prryUmhqd3RBCGCNGJ4Cig1PVmk7ytmxCtmzV5DsqKjepnh6Rvkta+tYSI36/f4sT//eRvZw/HooWBuY9DaEe7tPbzrFpXlCdvy/CH0hvPMzhSu3RH4nNn4e0y6HlMTUVaT6yoxyO+/Dxt9pEAZf9Py0fP7e7o1vFD7Yzhhv7k7Dx+XYGKcPB4PLxyHJc5k9EflIob1vhmwtpE02ahYyZRegWFUCBZB8CQNa9j118D16VotK4MAD8Y+1NeuGMAuawtdma69fojPWlZF2Ui3SB9L4bGHVFF1RSyXXUIlHrtH0p1JU05grg2ti3eW84YM9KwPrSKNKUAGNN6hNIhleYLYIF/89n+Q+Z2W3Kb6gEQyMIV50OnBWBbK4axHADocYQxUpq64/6wncJAjrqoN6NbyGSNl6kAICrAI8PkSwEolQePSnQASS1WJRZ5P2tkqCVMP2+3OnbE0fr/kmAIrh6C53f7NlP0uDizdy8hixWyjhUr2ifaRenifeXVLjeA/XbHJfvKN+eO6C0OGkEE/wkIITfccMPx+/3mESE6EfQFheK5UvW+Di9hcTNRFtUg52bRR3S2NuPrI8Yul2QSepMIZvhZ0PQE25aHL3vY244h0eGNbrf4xv/RthYGiEdavC2tg3iMjlSjIxVf9wTafl+PJXnobwSglO31sxxK5Ba8c8u+R24BGrm0P8c8951m1oY2xcNABaCxgWzZKDodTP9MdsKUvtxXAIWyvTSsbVs2zQ9XXQRSdJieBiBm/J89pTtt9BsAnGSOs8wAyE5dyo0DL10RxYwzM5qxwutJg76zpIoyDqjUKoEsqJauDTUGuNhoTlFRJsiiQIiX5Uhff+GX7pIzzPyo+WRYMvobcaATNUFpaKPiALAJMkIFia2cCD5Q5MbJsrdOOmdXciy1dZOUdKLzRfiKh/sIxW6JXm9jB8ZaZms7bmPFZACEAVUAgImFab7AxjJyBwUBG91zOVNTsaGHgSm6sAGV/XvkDWvZ6ef06cDql3H5vv3Le+aJ5EHXnSaW48XIWDw3CYe7oGYxKKrPrK6Tw3edVi/L8eOT1rYI0Ykggl8FEaITQV/Y0YJ9gQorKqVTrVhcnWYowE9teGUvAAbgO9PEmFpKvVE1FFoDTSugeTMC46h6ean6iuJUKg8qbS3Bi0ycoy87/7ojuDkHAO0ORIRY9Tsdal8oSZJUu7T9rq0pkwxqA09A62vpS89QQAGU8v1K5WF+4c2+5bbDhd1toMAAIz44gIZ6aENO9Z7amB+WbjMlBfMHeasIMpw25bq10ns/KrtrBDH5g1TjY0NTynQxAF6tkcaZhbmJ7NxE9oZSvFcjQ6Kw02KL4h7GX9mfFat89MKZ2M+kGSRbAhYvZuAIvH+AdlrkmnX+RmrrkFHG9R8CALcNxzvl2N8Bg4DxiTg3A4Au45yw+9Q/+xw4QqS809Uqkpwatoz3juHoittaPuB+ie2uNv+dDPiHqXv01IlrNKkmsYESFs44O2tmAIS7b4oCdiZGMrK6obJ9f2Cv2yOt/woqFTtpKnph5IhHGYavqn6fUjk97aKRIx7r3efUwiAcrWr2fwKxV+6MeDzLYgQRRHCKECE6EfSFhvCIYE5xCkNZMMDmgJuEKFq+fbJyPignuur72UoHoBXYqahHuKJuVIMAw2IQq0FbUGTJmPD6fgCoyxW+5JI+sl384RQkLaDt4hZCEmeSpLpsz54JmZMZAmnLJgQlqSsV+2lLE0lIQoUFT+0MPorlkmRtoCKfXWv4KC67fbRrxQ5f49/HxZtnmHPczlF8j8VCz3O3TKnoUoZ+61LJ5Lo65c5KpV5FNvEUowDAoyBYCQvA67XyHXdqnJtFz64mpr5C3XkAADMiV6mtpgCXOYJbawBqKd+C0FgR2tDj4YrV4J5RkBSwjP/ChOghyXNWtW66V+yq4g0ZsROeWDxo7LvbS/fZHf4RLo3rYy13qp8i+H1wCyNp5J5gcIlgrTl9G2FHu+h5Q1kCuLoASezJ6u+BR8Y3dcENHD8aow3yjpLgRmXPLjl+susniXBEk8dxKT4GzDDCyBGP/Qr85hSjMCo83ez82L5cthFEEMGpR4ToRNAHFLFSNm0BFEZMYJ1ZoISaNab5KgBwhyzeRBHY7NEeYrB9GWAzrj2Sc7ukyeOg53HHCKw6hCM2xGtwwQBvjIsftU562x5xd03KQYSA8fTBhzDAt3gwGf3ZaTPlb9aBgu0VSfMHTcIFAxl8eYjurQ7bRbusJCEJH4adDUSK5rvyJF0ZZW0kNf2IqG4WDO+nGD5LMA+0u8oSmtwqK8q7ANyekvTiwIDGU7KWYShZuVPpEbCkl7VTZYLAmIhdDn+D7xSp1KgoLa3aA9sFtxEYDBtoU6fzTze7BN68og5oB0DkXvoPtpgQcsGF28kMWRcZsi5y7rFK1RqmnrBpWJ2Tvejg4a87OtPVqrtTk69KCI+ttlSu6upYqteMZZ3j/Y36juFax0C7tkKC8BfN2oPMWBwCDnnOS2Q/Ve8VvlzttnaS2Hju/IuZwdm+Y7p6lYPrluiQcxBKdGSr3PmC7xdi3+CJvl2jyv5fjZlV7NT2lUc8LDMGop0m9HkhSYJQNDLn9oOHyx3OZJWwJCPt7Oi+FcoiiCCCU40I0YkAANDiRFkHBBYjY+W9W6Vt//YKHyl8O2WcrHmS4cE08AQAcmLwU6CEDGLVSDdIm8N1naQjMvI4AEjV466zjnbaS7Z5SiwKVFGXD77qr1Wfp3isANgB45mtvZKe+htxXiDxmztnLps3jjY3RivTbRsu8LfzjmnTtmXwOz7z2Eso4wwbgySngcKrKREGxpMseJJhFHD7xKGPPzi/bdeHsaPsHFsa64EqUJDvH/WNl8TFFEb5TC4GDn/VMHmdAfIXa6OOzaJ+lqBlySA9c8AWuDOFItqfcnBU0LsDr/tEilKtOqBqYNHWY69StKxzgKzxJTIpNNrlmhzqWAsBVUR79VrbD81K6WjGMxCA43ux/92atSPCa7x64fF0bvrhEqXq+xFd43TMJqKucEljRSkbAAhGYInS8KHiyHhAW/NkauYBTRyA+sNHpN1ve01ItK1FfPP/hD8uJeYYAIhRI0aN9qDE7ExT1zqdWknhSL3f7OTpyg6eg+0rjyr7Z0f4/oqgEmyfu53bvUWaiNLt+1rdZU7zXRphYB9cZ1q0qSw/1ybL+kgOcAQR/KqIEJ0IgK3N3rAbAIhRy/EhZTRldRWZmce4bYQ3AMC0VDQ58G0dACVOzVw/DALLmMOtF2zM8asd1rtoicW3YHwaM/wL89DzVNZV0+PAC8isxY+NcMsYEo3B0TCrkGUKi2Yl5hhijtEix/TlWrv0ImXaOddEVcfvOalJNHznz4T3SzJwl13ti8NN1vX2zfmQnwCGkOS0tw6uvLhtz05d6vY4sl4b8i6+vdvmJzoAbjQxXaCs4qaEUYgAQLbQSjudXew+YAvclrFG8tBnEgBOcSAUzEGZOENcdZx9OCPGd2tUCjWI0ii+lzSBDwc65f3Vtc2Xu13lAJABdevTqs5b5HbFvsFjvKSPpPpN1pqbd79cxoxb0zE4ysYAVrBWPXvQhqtFKZshzuSKwwwzAEA/+84JXVVTc25rUBlnd+wPG0c5UMaOnQgABFiQjf/bCQcBIDGCvdImWmWZuUIn/ItjDwNwiROcnsnBh8ttR1U8PS7K96Pr+9bkhma9HqaZiWTULx9h0xu2LzxBBXVCfu3OzaIwkKWyq2XTvd0HPgJVdBnnxE95gVWbAZxSlkPdVKxRiAA+nY0INP9c7Ny5c9myZTt27Ghubk5PTy8oKFiyZMmgQb666kuXLn300UfXr19/9tk+jVhKaUZGRm1tbV1dnV8e3GazmUymKVOmFBUV9T7FMYolnkTN5QhOGhGi85sHpVgZ5Mppd4HvCusirf6IfLeev/p6kpoOhuCqwbgkq6uxnYnR6g16AKphHJ/BiDW+1YuNY9T5R/1pdUt4tVqqsNG0UDOFSNg6XSwEAQAmxMp0r1JTSXRmbuhcGI6eriKKetltsEwklHVJYzyKjmdCVmUCEF0if8+dRNdDF+ZlBZKKAUxMRpMdMsXoeMxIA8D9bh596+Xz2vef17H/Zf3I9QghOhmhRfFVvDPWtZejTgBuJqpTNZDPYO7aK1bYQh9kNUqUBAAyCecfxNnHI88pj3R6fKFI2sK+RJk/r8Lqyo6kV9xxgZwrV9wfhO5LiBwjNfcwCUqxqQF72sEzR8YZJne8AfBJbmVqW8jCqOK2ilI2x5YzTMBcl+G2zGvf/XzyJLn3KkoCLdTscgoH3PL5FKyH0cNKCCcrUnS363pCREo5NophdZCDlJj41JNclnfvQtendZPqK3zbB5px5WBMSz250U4c3mpSfUJxAkDrjw907v6Ht6Wr4n0qu5LnrDraIb8IxEq58x233K4A4FIY820axhSpEHii2LRp09SpU6dMmXL77bdHRUXV19evWrVqxIgRW7duHTFiBIDJkycDKC4u9hOdgwcP1tbWAtiwYcO11/rkh7dv364oSmFh4dFO9MILL5zyi4ngeIgQnd88OtxhJWIZKUaGLawX7bRIn/+Lv/Vu37aKVaIEfzYuYWG+S+PYJEn1MhvHaAv5o4mc2ySM2+je12P517GwB8X8XJTEAoDb7Xn+KdrhW3HlHVuFW+8mfBwcIlL0UIW8IkurP+I7S7wLsY6tIUQiGaawujKKiQmwHAAjY/FoAba3gAK5cUgPZ1EkLl5YfL9SVQlFvjY14x/7Dhx0+rxgI1jn+EN/77aeZci6EB6K7c3sx4dAfbWYVUpnlLFeNS5767rwGrvVGt8NERmdzKhZJbxDGHRyk9gvGVEa7SReGNzLKmATsboSgEtzKGwPVf1EHFOUBLzT1GKT5cu/6zR/0+DdtdZSirEAYPaEUytC7AAYEm7oipXsANqzclC7Lrg9EKMDKA31LnmkhwnQQSr5JkwpD0D/OxWjhuUV3yWz0cRw4UnKie/7Cee31IQ0ra05DUQHR8+ZEgaxAGyHPg1u7D70Lyq7/xPV9OPC+p6P5QCQ6pWuVe6o6355/awzFffff/+999775JNP+luWLl06f/78P/zhD19//TWAcePG8Ty/ZcsWf4eioiKGYZKSkoKJTklJCXpYUZ84hvZnBKcNEaLzm0dU+LPYZhq3R0FBd01Yu1JdiaODCEQ3nQeOU8r2/TrJz3IA2GXkmpidViVeRa5LZ+8wlLZtXsW0ujSdNgY9MRyyLL70ptAyGQBi1Lg2G8N6ElhEUd4eHPRKNLE7lPNzPW81CZ5AtVBbWm34CpCiR8pR/EFe8AIzaAiAKGBL7ognj9R/2mAtbHx7UfPL3YqzGzD0n5e89R402gO+MQCAirWCQaKKtLhDlsYmNV5LJzceoQBkCCyOQ3QARI22Y2qvmkNetPiIF+8JL4oquKlBKdu/y7mrHa8PZG//JnAiifimVKFnmwUuwROwUkhSJgBJ6Rc2Wmp21gfZwiXJ/UjGTZ4vV5PWFpKSxs29kEQFJkbMMZT2KpgE6KbzREVUIziv/SbucZ2nTCI8EYaxjOYkbQ8eF9WLobeu3QWF/oIlcPqEKodzbAqEXRMeVAQATT6nm+L9zfdmQqfQN6F0U6klVNOtqk+B2t8AZNjWe1zbJKpAPYrTzxJORMd0z549zz77bHALIWTx4sV+mU+tVpuXl1dcXEwp9XqgioqKxowZk5ubu3r1an9jSUkJz/MFBQW//HVF8Msh4tf9zYMlmJcV3PDluMFTcm4dOeqeVj4kQ4okh783E5uIjw7i2VKsqOitE9Qnqh3hT//LUljpfE3zueq7m+6sXZnXvu3J1urnGuJWikE1dqligVeqs92Ft8sg+R7x1OMJG41hnQpcTebPu/S73XyzQ13VGLtK0ocbKqwi/XOFdEGJ5/d7xbq+PEfBiOG5Xc2J06s+u6/xWa3iYxjdVZ84rduAXiLrGg7AvVl9vEI8PJhxLVDppvMkM5xj2S9KRXKvgGP26It3go8FmtsuDW42Wc6JtWlV7q5RzeJz28Qnd4akRM1s9LGTMe3G1NaxRPGdkSGpomYqAElOdXpmBc4/dcbCs4fPT2FZAiY7x3PTnarlzwt3/oEZEPKDYTL684nhJkAAREX0swW/l4qNIppxvHoMF8ZyLJK0z+5wKScUtZOQTJq1ocn3maZTzXIAGC4QND3eWFUOF/snXeyD2vhlOtM1au9DVD/gd8H99QN+R9hTaF8hvSymjPE36rfq/spj+8IjNStyq2Jf5+le1UvCrC8kJib+/e9/b2kJqe0+duzYrVu3+jcLCws7OjoOHjwIQFGUb7/9dvr06TNmzGhqatq3bx8ASmlxcXF+fr5Gc5KR9YSQ8vKA67m8vDw4rIcQsnfv3ptuukmn07lcvgfsypUrR48ebTAYxowZs3LlSn/niooKQojdbl+0aNGQIUOio6PPOeecvXv3IghlZWWzZs2Kjo5OTEycP39+8KnPbEQsOhEAszKQYcBP7RAYjE8S3Sq6y1OhiX8oY9arhz7x9+LOmRt8EPEomhfK0dST2bSnHQ+NgTE0msQto6QZnW5kmrxmmJGmcG49KophCURrZedPL/sbJba707AlzjLbdy5FAzB1+noH5+zf2Y+vt8Mk4N9V5Eg3EWKoJxBWwgwcrEkax5oSOpiN/saY/nOCz+hSMPVHzy5rTxx0o7xlsipRRQDgQCf2tEFgUZCABB8PaPfQolZluhjuJPKoj2gcQ8Nv5qRkAFensXEq4R9V8hdNgffsq9PYfrk8xgCWAXjS4i8vJJ6T4h4XpxueKD+9QhaaQMF6UlnnAAw/epitjseFmfj0sOBKG1C+wmr+QuKsWttIY+e04F7zauRDBpLV7WNyRsM7/1e954nkmdceHsiIMYLlbMp2QeGJojWdtcnpdnmkHJc4yS2NZkkrl5MQdW7QBGTKb2uDtRVJOhQkhHALQoz3ThSfaBdbQria0n18k8Z9h6ufrq0HkKoS/pbZ/9L440QWT5qCzQ1Dxu7aY/Q4AShmDXP1kGMf8ouAqIjpGrXpSlAK4ntqhhCL2IlPKrLLuvc1AIaBlyZMffHUzoeFbhpv/yZAZHVT+wrk+g3AtTWEzbt2S8bLVOGvH73wl7/85Yorrli1atX5558/Y8aM6dOnDxgwIKzP5MmTn3jiieLi4kGDBpWWlnZ0dEyfPj03N5dhmPXr1+fk5NTV1TU2Ni5YsOAXvaAQPPDAA/X19dddd51Xv/Pjjz+eP3/+woULb7755uLi4vnz57MsO2/ePPQIfE6ZMgXAjTfeKIriihUr8vPz9+zZk5WVBaCmpiY/P//cc89dvnx5U1PTSy+9VFBQUFJSMmTI6fgH/bqIEJ0IAABDzRjq8wf9TqRZB8ghO303Pq9CE39N9/6rMgRDbi5JTA4+gtvfyTQF5W+3OVHchJnpgRa7iL9sR1NPktHUVFw1+JJk9v1E9t89y/81aeyMOAaA47s3wmbk4QMWHdmdfsfkP+yI3wUgxZb8iLxi2N/U3swpnh0pGrdRthsAkzWIm/07aLSJM95oKrpZtB4GEDXmT4aBl/iHolbrj42OPZ1GfzhttYO+WeV4cIgOG2rxwQFfv88qcf/ozv76NxqbK+wSEH9ICH8cqJz9QrbT9PTstH9nJeypkLJ0ZF4ye248W+ukr1RLLW5MimECap3RKizNR0kTukUMjhLTVHC5pNL1stb3giXxnZicwEYfM8Jjbj8MiUK5ZdcmY37T9d42GydUmJPtvCre0TW4synRSVvVg0XmMK+ILm2ZJfaTqVZMtR5IaH0YSAbPlsL3AAAgAElEQVQlROqxjlTuUwlNKu5Hu3ueR8qVaIZuRNDZJQVP79Qc6kmz39SAe0d5uQ51Udsaj3uvDEbvs7r1QMg6TsLRhy1tXpYDoM7tuWx/xTiTIU11rKvW6zHjRr2lscBa2WmMIsxAU1jM1qkFe9QFlOG0idNfTZz2MqUKYU7Hc9VwgYqNZ9x7ZcJDM5ZXDfuNJrHT0DBxpZtS2U9Gj4pLLrkkJyfn7bffXrdu3ccffwwgOzv7vvvuu/baa/02lQkTJrAsW1xcfM011xQVFalUqvHjx2s0mjFjxmzYsGHx4sXHDdDB0ROvTjDryul0btu2za9S/uijj95///1PPPEEgJtuuik+Pv6xxx4LJjoajaaoqIjneQCLFy+eNGnSsmXL3nrrLQDLli1buHDh888/7x1q4cKFOTk5S5Ys+eSTT/o89ZmECNE501Dvoq/XyG1uOjmWmZd8DOfHURHNk+8mqp48IO3tVob2z5yTNdjYV2Qx29LLRBwa1Ix1tQGWA+DbOkxLZZJ1nxUI37Up5TZlhJEZb/axDb4x3K/OqEwkvR9Ra9iUkc8eesrLcgDU6xv+fPi6lY2vEhAARDYIlql0ehRmZ/oDR7Rp0wcsOCQ5mmTGQD2yvG0LurpISpq8ZaNSvn8isFMTf82gK3brkrz9X6yoLW6N/ref5QAAxE8P5xXikNMFAKzuQ8MN53d/MET0KTaYMq9WN45CT5AyJifTa7Mv2upZXeLzpv29kvl+oipNQx7P7itkQMthao8r0OEApcruXcH75apSFgFvCHVR+wZRrJEZE6ObxnPJDABkRSEr6uuBaQ9tas2z2Jo02rGeOIkVACAGVaa46XVVMjF1qM7i5W45LmDldmt3wBLydPaLcWqEIo+Uq5spaAqCpr2tBYcCxYRQYcHOVm+Ra+sKd58ZSdpJvDr3OI+XbyydYS0/WLsuj+9bN94PQmBOZpF8omLgio3KHZSLI+RkA4N+BghDyOmKB2CgnchrJ55Kgff/BQiDWdf2wC9Qlc0el+V4kZ2dvXz58uXLl7e1tX399dcvvvjiwoULOzs7777bl3JhMBhyc3O98chFRUVelgNgxowZzz33nMfjKS4uZhhmwoQJxzhLWVnZSV8agEWLFvlZjtPp3Lt37+rVq/17r7/++qeeesrtdqtUKm+3xYsX8z2KfiqV6p577nn44Ye9mxs3bvzTn/4U7K7Ky8v78ccf/5Pp/a8gQnTOKBy000EbXABA8WIVburHvTLyZJ6DKWrywojjHMjvt4Y3ZYXWfm3qVaumwe6tjDwllpkSG7IecJqE6NaJFuMP/hbzqPuECbd4P+8qOoCgaJw6qapR25RsT+ppIOiQiaGnCt+BTnxZjXYX18+gTCf4+FWpvTVsIoOdLe8ceP+sUfd4NxuRsbM+PNzH2WA75Oz5g2irHI6MS5M3nmv/1wWGuotGjjVlzMQ0CT82wupGVhTOil3foqxuDDiqSizKu7XSjRkn9BcjikxtoWUMg8OPFHT8w9UTbSo7i8XYJVou0XcDHxrEpWriP6qPya5npfrAa32VMa5azxvdoGA8rAnOoX5lic6Yr1SuQVHtcwBQxinpf/JrizLEkvCMhoRJkjWH1/7xUljqoiEsh1AlfTUZvJ2PTtKNuQG9Eum9oCKcW0W5nep6FVuK4n7hJ1L3Zx77et+dNF6u0k74rdOCMw/GeSpqp+4yGYCQyRqvPH5o1MqVK2fOnBkd7Xsvio2NvfLKK6+44oonnnji2Wef9RMdAIWFhc8884zFYtm0adMDDzzgbZwxY8ayZcuKi4tLSkpyc3MNxyh+Afwsx1BvM09mZqb/c3NzMwB/CR8AqamplNLGxsZ+/fpxHAcgIyMj+PCsrKwjR454P9fU1Fx11VVh4wvCb8LjGQlGPqPw1MGeVYcAwKvVUk2v4N9fBh6ZrQ3lMSoWuaHv4onhQtZh+g/BYIePMdlGJbXNi+rOj+6akOpYZCy4wb/XqA9/yzd49DIhr2QkzC4Y8mK2a1fb97Y/Pyht/AZHurF8B/a2o9GOLU3Mq/9CL5bjxRBnS5o7YFFo1PAN6pD/fFVs0KLLeKA/+OpYadUV1y08/2FTxkwA0HKYkYZ5WV5VyDJbeDjt/hMIUvGCshzTPzO4hQQF/Hqq5bCcGufmQFwCQ7AwnV0zTpilD3dedPGBhz7nHKdW/OHktDV+dbNuQJt6uCutQhEC6fhUkxjOcgAk9f1V0lBy6Ii/uVu4pqvq+fadD9R8mCfZ6sOPAqibtj/t6PrAbV/nmftVyAqR1a0a7zpmKtzPhHuP5Gc5ALo+cEtNJ1+oMIL/TjB6En27Jn65Lv5JnXmxho06vt3unnvuWbNmTVgjIWTKlCk2W0hY/eTJkxVFefHFFx0Ox/Tp072N48aN0+l0a9as2bFjx7H9Vj8X9fXhfxm/eQZAQkJCWB/vZ2+716JTUxOSLVtVVeUnRnFxcd4ksmC43ScUu/2/jgjROaNQ5Qh/jleeIqLTO8/F1OvNYEaaP54XAApTjkV0cvO4WeerVYOjugui4y7RXvcggl7uL0y/JWTgpMsNV+UvGZJ2y8jMPPeOG1u/Huas491O+cvV8mdfBfekrs5jZPleJd5qpD4apIDcM6xfYJ9Z/dOUuNjQh0CuQcsd/Sk6uJcY+GA9gaIo1ZXKwXK4wvUowsBdcqU/r03ul/n7/ucnrHGlf+1aWi6KXb2ksI/0sWDHCuFGKZMn0E1gDifpf2+Ke5rvulzd8aC+9luqxElE63DNUWjAFCfZVZ5nn5RWvkc72qmH2r7wtD/t6Cg2utKCoq+yzWJ0tGyhjJH45TlloUw0fhCYYVe1ZVdI+q4Xjs2S1OCb1TCrZvV3WVObjAO7VJfWmD/cOECo/yW9S55D4RnXnsO/1RzsMx2MjjC9/oBHw9y5c++7775du0KcxZTSt99+e+zYscGNEydOJIQ899xzer1+zJgx3kZBEAoLC1999VWn0/kfEh2GYerqApq477333jE6azSaYcOGvfFGIJzx9ddfz8nJ8TrUvETn2WefFUXfW5Db7X766af9V5Sbm/v222/7jUYWi2X48OHB5qszGBHX1RmFEUamqDVkCRxmONmCJZby9pLHPJ0HBPPQ2IKHeVOIvQEcI/fTsdVBRp3MXpqFeh5L81HcBIsbWSbkHCeogh0+kW1MR6vdFVPbsefPFG5dv1mGgZcAZEbS5RzhP6t91SHZxsade2X/P7igWd7ujJcb72pcF8zX5ZY9LAKZR0TW9cr/7ump5YeSzwbJl2/nzve2fJgSa0nWrzXaIVOUtl31Vu1VwKYE5soJfK2O3JWaPFx3DMkpzIxjZyewXzX7ltLRUcy1UQ7P31+iTQ0ASFQ0d9nVYYnZwSAxscKdf6CWDhAye7dubavipWjfbu6YY7MME2UXGyMyPoOH55Bs/afLdHWQlf6DA8O/aTg8ILdF63PhHeGkI4IyzAMAan6Tii/hZt5trEvF5hD6JskJrXw0Ve/ixXSzGzxTQ5sgNzUoNVXOqEXOPb4XSg+StNMMRqNTdGs6d+vlv7kAaMbyUQvUnW+7pHpF4avCrsjTGZ6nBkAOrf5S0KZ7/4eAhNmJvI6fOHoH5RytjmUEvyk8/vjjxcXFubm5s2bNys7OTkpKslqt33zzzc6dO7dv3x7cMzo6euTIkaWlpXPmzAk2rsyYMeOrr74CMHHixGOf68UX+86/8xYSzM3Nvfnmmx966CGDwfDpp5/63UxHw8MPP3zZZZe1tLQUFBRs2bLlrbfe8kZSo4folJWVTZgwYf78+aIovvfee4cOHfKTp6VLl+bl5dXW1s6aNau+vv6jjz5qbm5euHDhsc94ZiBCdM4oPDiIW9sil/V4TP46jI9XncyTXbI31K2eJXZVA3A1b3c2/JAxfyur7mEqkiRv/Iapk4EgK05jX+pRKhaFKX2094bFjeU70O6yG7bX0fvRAADW/W/H5O2OHb8MwNTEeVMT5/m7d4kQqOuNpgt08pTgYainO0jeCqwzS07sgLWj9wmFgcOnFn6uqfz6HuuYGjkZQIaWPDzaBHM0Xt2Hct8hk5qVTaVc/aJh403H8sQDYAg+LxA+aZB/6lIydcwVqSxZuVJp8lUlpp0W6eMVwh+XHmsIQog5xuqma62+mhkLj7S8WeqnC8RPdAA4SyTtJJnvxwJAWQc2HOFALjq0/YghxiaoXxtifj5GvzyVjZJgZ/EKF7tg3BISE6eOp/YNotzDhlnaZYuZ6FFVAXABTlmb0rKAUBYAbW+V68uAEf4zupp0+rkJ7Q8Fvmhnscj3Y2If0MoWKrlzqwPhzgCgih3e+xL9oUW9IWSxQuYvmTqkyeNsXwasXFw8878rmR7BL4jY2NgtW7a89tprn3zyyVtvvWWz2VJSUvLz819++eVhw8KlcAsLC0tLS/1+Ky9mzJgBICcnJybmOO9vd9xxR5/tXqLzzjvv3HrrrXfccUdaWto555zz5ptvHrskz6WXXqooylNPPfXhhx8OGjToo48+8qZcAfDG6Hz55ZdvvvnmP/7xj/b29ry8vBUrVgwcONDbYdSoURs3bvzjH/94//336/X68ePHP/zwwyNHjjz2/M8MRIjOGYVYgeyaov68SW5100kxTI7xJF2T3Qc/8bIcL0Rrpa3y36ahPu4vff4vaUuxWgopToPqcIWsn4dNDWhzgaAj7v3g5vZtfzHlP/xRE7e/WxmoY65IZQUGAIw8Jis7Boo/uYVBKk8g750ZnI28flhTA1AwDFFUqsqx8igHzRKUPaW0zVsfjAKEKZiQkjLw4pS55ykotihuBWOjGYP3D1EWQowyKu0Z2qM63YLBEFyawl6a4ltNPUdCjBy0o512WoJrCvcJV5DN45GKWv9niYQ/AaVGxUd0qrq83I4B7dfdBiCulSBGD6CTA4B/t+Casn3sxCmMhsSc57a/2ioRDa84JdNrXpbjG5B1dBg3xlinejcJ40SQq4c6IR7xbTNU1It1gtKNVTwM/dmRsSyyYvIebN/2F28HVUyOOfee3lenGc87S0S/6001guPiGdmi8BmsdhL/y/rS2Vgm5n6t/WuP3Kpwaax+lkDUEYtOBACg0WjuvPNOfx3kY+C555577rnnwhqHDRt2Ivnhx+0zdOjQ77///miH9Hn4/Pnz58+f37vda9ExGo0vv/xy771ejB8/ftOmTUfbewYjQnTONKgYzEv+T19bZVf7UVsURS7+gRBQ1kHkIFfOACNEBUW1ONAJk4DpaUgNDyyVXe2sKhp95t92ur1WGFEIjx2+cmPNx91p3s8vVzPfT1SpGABYnmVHLdqii+I75vCiGYCkl7QXXApzDKam4i/bfenulGd3mjAim95aKK9fo1QdJkYjO3EKU6XGiq2QqTAydvLc/hCCZsWHztAoHKtI8dFBDEa/YpevRX/8YNtYLcnrpNuiiKAo6c6Am8mrGxoMLqFnntHhmSZ1mpCQKQ6K9Pm/mMxBJCmZ6XIYRB9/atSVhh3oVgUCkxVDJoIoHzsAROe9DzTac4BXbADQ5cTzu3HPKAw1x45fph/wO2fjj5w+VT/g/D6VngiPmHu0rl2S1K7waaxq6Kk1sfCpTNT1v1EFKMVJ4UFE6fM3An8WegS9ESE6EfQBbUphe68W36eetGdJt5fvyg/0uGQgXvoJe9p8mxsbsDTfr5dpr/6q+dtFYlcVp02MyV8SNfL28FMOMOH7egBqxyAxKAlI1Kat6g44v0osygd18oJ0FsDwrLGHv4XIdjbEfcCLMQA1n/skMccoVur5wYVurQoi8Zew29tOJiVzF/YIJqytwcc9VXPqbLB6sDCgUvnlgLg57QFTijvbKDQ3krh4/MzkZ3byNOWfgchBduIUcMdPb2ZjmNe7ySKFbjIzew3anG5fardWbnFqEiSphz0M7eAH9AQI58YhSef3HtIE7a5BsQgKxbm4bQ8Apfowm5SsaDV+HqdypYWfvUcXQsqaZ2fjPB5FbyMAVNksO0PkzSyfzqC628dy/Pix0VtwUp2Yr07MB7C2w/Js3aE2UZpsMj7cLy06+NaxUI85TU+e7kOr2rcuk+0N6sSCuEl/FaIGnp7z/rqgHmr9p6++EZ/KmBaqA5w4gjMUEaJzDLCPPPLIrz2Hk8SXX36pUqnOPvvsEz+EUup0Ov21lf5r4fF4eJ4/WknNk4PSRakLJ2i65039CSGOuu+8m3GTnvYVF1YUeW+pUlMNj5uyNkVVT1knHSAw908HQ/BhSME9yBSj4gCI3UdqPsxT3J0AFNFmr/5KmzKZNwVCUEXF85H8xrvG14qji9PaC7X8QZnzFZXZNvKfnzpCAniHGMjZcSwAIuuIZYS7e7OiWGXWYRh+bYy4UNpksbzjcVSqXGyMi4tVK50MlQDYyQ/t7hcFUyanSwSAt8thC6ocf6SbTjARAvD8bqsyvU3rYUiSS+oUuFczEjeSynHr31F2bSfJKST6ROvUASDxiUy/AVAUEhPHTp7KTTkbfX2noihKkhTsm48byl18mN62T45RazVdPhMXMatqpq6swvt23b6a5H/sjbrNbB5lNA4GAI5BfgI4Bjoeo+PJtUOm9FMfONJ2WFEPcLU/euTrK1t3AmBHF5CEpM7PQFocXvuQ2jnYEruaksCteCz9w2k5v3P8dI67KZVthOAhy4Y33ju6VlcojNIJao1KPZJDq0OoDxEJQowaBQF50SJL5zl79h92uho9nuKu7s3W7msTE8IuXWpUbF97XDsk6gGfzBy3Zv+JQFEUl8ulVqsZhgHgqPuu/rM5sqNJEe0eS4XjyNemodcR9tcvHOKt8Hbqxret9ji3+CpNKF1UrJRPoq6g0+nkOC44AvfksGPHjvLy8t4VXCL4ZUEISU1Nzc/PV6t/oybMYyBi0TnzoVhp51sub6qtkMlGXac+EWt2TMHSqBG3e6yHhOjBrCoaAGRZfO1Fpeqwvw9lbTRbYa+eCb06LK4FCBRKdvYQJj9sVV9o0wK5UX/ec/U3jR9BA6Rjbfr6v2Z9MZKDItk1KYUHumLR5gHAUzqsy+FkmWF6EwDFRtv/5pRbZ+pJqSwc1g1NjlpXg44KDogFrPwAJxcnE1UXlxHtqQDQoXrfUbGrq+KDNZP21gqDltmlsIeB56m/gIjMyNyKiVeIhDw+KO3xQWkAWEoXNFkAQi0d0kcrhHuX/Cy7DjNwMDNw8In39x2lJ6YrVCaoAB26zNjXAQbSYO2OryYiIdCtrPyZ1FRfyhj0PC4MiPUMBNZMUIsvL1csHZRqXNIkD2ts2vVjfFwXOTLGLWSp5FiOOmSodEe2H8m5XW3/ycIkftT/iT9PPVf5m5PSQJzQVZUxLw5uuftQ1TWjcrxz011txiE12oNkXHv0Q7x4vbE5eHOTtavM4RgWlLMmVsvtf/V54pwlkljNGy/55Rf+7gMfBm96LAdcjVu06T/j1ejXhdJN7es9YoPCxTG6s3m2V33Fo8FbPc8PsU5RrDTiwzqzQQi54YYbjt/vN4kI0TnzYf3Q7S8o4jksWz90R998QpSf1cRqNAGRRWXv7mCWA0A+5zzV1B4rRVqvpKRMXyHe3rEahFXRTou05nNafbg1Svmm30fBex+ufWPDtH95P8/RYHYCW3ew+6PtFYNtTgC02oQ7Rti/gy91iKpY91DXLkjuI/5fs0ms9LAGtWxh4HGrK9sS33HoexQkdr/5jPnx3GjxPHY9KKuzjWElo8JZQEQAyu6dA6MygLEmxTLBWTSnuf3m8jRWiqLsDEm3R7E00+ZGkhLu7jm1MAoYlwjAZa8O2+Nw+lK6QCm2NKHMAjWLwhRvdBSJiuYX3uJZ9711xzgqmQHEbZvQfPjLOLWN2HRuNsqNKAAvZcYti/0S3u9ZglguPt4ckgGeYRd4SkRCmyXZF0et4bAgG++U+3RJJ6dgWoiyvUUKF4XoCG2xrw8RYnR8L+rnCL947jeVXGEtinScakb/PaBu2vF3p7fCoadcdu+XY36vOUGy0rskNfn1zVgRRPCrIUJ0znRQuH8KWWPcP0lQjl8qcn83vfsnzw4rjRewZDB/ZSpLW1vCOzntAV+Mnsf1Q/HGft/m4GicmwFApljLThmgydA7AyU7DZkXi2+/ShvrAbTLLegXMmqzs8GlQM0APTnb3V8cNNl8SxSptGLlQZmE1vUBJGg4BJaxONduAE7O+dKQr75L2w0G47pxfjtilNZ818YxpnMbTQDAi/FJdfeyXMAcNezgtgdzdTP2zEuSasGgemBc8pEHNPYRfNdYj3kdNMcqpXNKoddlGLQDsn6a1r9xOkO5urgtHWf3qEasOIBve8qOfVOHB8d4WSZJSHRFzaZSYHWM75jTmr0yru0yf8tH6SS4pOIbtfKTaYxUG+A6BwwukdAUlZDEBz0uhprxxDi0OGEUoA1/jEyJMn3d0elP809Xq0bpA2lrVIRYH17wUO6gvzjR0fWfbS17x7/JGzI0yeN/2VOcOrj3ycF1nOV2xbld0k0/IUeSJp8XawIhWuqR3OnQ+Yoggv9WRIjOmQ4CxkQUa2ApY4zkuCzHJuF3Je5Ddgqgw4OrdngSVKpp8Qnh/WLjQzbHJ2FYDKq7YBKQYQSBQnFeiWdNs3Fo9If34YEczx5zzID4sY+oxDhPo6+QeYbdHDZqNx0r9hAdAIxTMoUV6amwcIXh1xDMcvx4Ovf5tenrvZ//bYYC7MCER9rv8ncQ+ZbmlGeT2gIVeohKdXPT752SLxhZ4lubU5/vV/E6ADZmOIkOn60X+7tpo4uOMJK44xUukp2t1n1vSPZGTfIEbznEY/cPAjm7+1VdtW8jq262vMeIyYBdDLAcL9bUYJGv/o3Y6gJC8tK7+f2DF2mc20QqQX0W52iR4ArJYmUvVEnPB27mPzPbdRLz7LD+varvEST2TfvuSUsptdlXtrQByFCrXhmUpe+JiqNO2v6sU24LJzqnIlrWMPDS2LHlbcVLAQhRAxOmvRyoBfVfD6WXfojSdaL6FdrJPADnFlFxQZXDGuZE7DkR/KYRITpnPjRjOHtRwFOgyTv+l77FonhZjh8f1ctnjxjJZA5SDvsijpWM/kp2TviRJgEjA96u9a3ymmYZwH5h5IKErwD8YwR/W39OOXzQ30etcOltjx6J9UnsdisF/aIeMgTPUei1BOp47XTeVSpJPU4WbS7lfgyszZRhiKJIjORnOV58Y9RvkS/+S1uIoIQ7KMkLADO6wLk5pCy6W1VNGQ9RBLZwSu9oYlHBZds9n/bIeb4xSrgu/aih7pKt7sjHk7w1iiylz5uyv0qc+fbROveGbr8Gfj5HwO7qgkeBpZdaTVD0jDrdZNsZIg2hTtcJQ1hhiG+SZ+9U3qkNhHSMNzPRg1hlmc5VKnZ/K9JW+lhpyqM1KTHpGldiXzUh+wJPyIdDB/81s7+lTczSqzWmwA2xfyv6JSD8iFqgJqdGbTOm4GFz3oOyq53T9qLp/93g+4f/ivgBJ5xCQaAt5LWFEQXTCCIAIlpXvwXoz1fp5wpcMsMlM/o5gv7840d9ikr426RHoWAY/obb+CsXcjNm8Vdd555/LZjj/H4O2sPHqbBRADQ5VQmqm/diWVcys7dM/Own8Yd403crMg3wBEVTcgymhoSAYEoKoyUxf9SarlLpzxPMd2qM1xnw9ARclIlZGfjjaBKvBiCTcGGjbs7gILpmLjm4UYgewo6fTGJiSUoad9F8Nm+sYM4O7sCJcUQRqvSkdnAvmQvgpWrp0yDR8ut3eepdR60S1rHzb8GVGK1l73gs5Ufr3AfkXiNTGiIo5kU/o/+jbrKA5EAqeEv/j4dODSnV+kwOPzPe9z2OjmLeyRUAMCYiNVPaRr32JmKB9T0Xfo4gptyuaJ6X456g1oecHS84FZtv5r1lNY3zVac025ww3P8cywHApzP6uQFLjHYSrx4ZeS/9ZbB06VJCyIYNG/wtlNL09HRCSLBkps1mY1k2rCbyfznI0fFrT+3XROSfc+aDsNCfK+jP/Rnm67HRTD8tqQ4SBD0vkQUAhmFGjPI1dXb2dWgIhhrCmdBQA3mtsfmmikOTBo96Y++2dHs3gKhx4z6ZOdShDKMVFt0/d6LFCQBnp2H+QJ8FZf5AxKhR2gqexfhEjEsCQARoxga9s5rVmNPP9/mC/nh5n0pW5beM3hq/w99ldvKsRWah3fSnhN23+htjxz3KDQy4rgDEFixtWBOoPSp0XLU2mbkvl/unQHrHIW/uCF+5t1mUlKS+X75FayCa283gsBrt9Z8O63dLn537wMhYfBPkpRpqhooFgJtz8MpeX2OSLjj9ighIvD/RtqPLVlXPDvIMH3kNISFzMwvk63GqZjd1K0gPiuQI07+UO6jSBvTB9PqG9T23WNMTAl8hd33ijlqgBsDFhf8khFDThXOr5CwRIUM1nNNN4fFfXQji1EJ/rqAZy0uNChdH2NjIS+kvBq8SZ3Fxsb86ycGDB2trawFs2LDh2muv9TZu375dUZTCwsKjjXMiWLJkyV133RUXF/efTfln4IUXXjht5/pfQYToRNAHzAL5Z65wy25xX7eSoCK/z+QuPqlqy1NjmUuS2Y8bfAve2GhmWJRzUukhAJvMcYMnzUpxOdeNy8uOigKgFWW8sx9tPW6XDbWwuHH9UKhYcAxmZWBWxvFPqSjSV5/Jm75lDImca+RD2/7w+Li/bjNvBzAl8eJ7hj2j51ik3eLIGmI7tAoMZxw0X51YEDaGYdBl6Ya0Ddte3dHdtdY0tWRkLoB+atXQvkQ9E3oF5SQevViRKnaErfJzANUqvJSMVh6ofTC17a2lgz4wo+/onxDMy4JTwpYmAMiJCRQ5zE/AwCgc6ISOw5BocEGLIkX3vz32DQyQhv2MqIUwCLbKz9tL/izaatXxo+MmPq2KGdb7KphecrDk+FWde84pwnMwhCd5Dvg2tVN5507JL7alyef8+ucAHP1qIHQAACAASURBVBvFro98njjPIVnuUE5F2vn/ENgowkb9hrneqcG4ceN4nt+yZYu/paioiGGYpKSkYKJTUlKCHlZ00li2bNlVV111OomOV0UrgmCcbqIjy/Knn366bdu2qqoqs9k8Y8aMCy64wF++78svv3zllVeC+xcUFDz00EOneZIRAJgYw+ydpuqSYOBOvpYbAVbmCQua5V1WOlBHLkpmnzgSSN2ihNRptF/bHF6ig5quAMvxYkcLGu1YkuezW5wA5B++kzd9C0BRNXlUTca4hOUXbZR4D0s4DRtI/NGmTtGmTjnGOJqk8dOnF3jeabtgl6AQtOulfslqUZL48eF6TDf3Y1+oDOS1TTAzY6KO+vJtzr3Xdvgzd/veNxPR2mONqnMefKXm/ueT1x/tKD9c+2h3dT9Zk84aoctXa6OCDFrRKhT04aBxloj2Db4YHblNsb7n0l63p/5zX/Ude/Uaj+VAv8t3MCpT2IG6Qt5THiArmjyOaENifUDh3CI6t0ugUI/ktJMDd4b0+roI7/sRMXoSe5/GWSLJnZTvz6hHhDyCHD+Ep50bL1L9lo06EZwo3DIUCs0JrWharTYvL6+4uJhS6vXpFBUVjRkzJjc3d/Xq1f7GkpISnucLCsJfhCL4n8PpNoe+8sor7777blRU1MKFC/Py8j744INPPvnEv7ehocFgMFwahAkTJpzmGUYQDOOJsRxK5cbGdZWV73R1lqOkGZ9VYmszFAqAALMT2IcGcZemsByBlmEADLPSp3ZK/1cinlenaPyBPn2ymQY7ipvC2sTuGuve17rK35PdlrBdStnekO3WZrS16jlTMMs5ESg1VcrLGwvLGxNdXLKTH96qMewmXR+6O98ML80yzMCUTlFdm8bOiGMeHsx9NU7FHf2WMaqojMu3x5z7z9pQO8VB6070Cr+RmpWOF50t99lbH3E4N4tSs9L5pkvupACRu0jXB26xKsRqolipWKfQUDYSVjtO7qBdu0KqFonWw476EFlBL1TDuejbNeqzOGEwa7hQZbwyvPaSvchjfd/tOSB7Dspdn7i7P3V7KmRPpQwZYBBWildTEFiBiIZop/CGCwT1yPCfl9IrqEtxH186MYLfNBwSXtyD277Dou/xzC5YPcc/BCgsLOzo6Dh48CAARVG+/fbb6dOnz5gxo6mpad++fQAopcXFxfn5+f6S5WVlZbNmzYqOjk5MTJw/f355eSC6rrq6+tJLL42PjzcajdOmTSst9UnIeQlTdnZ2cIjMMcYhhOzdu/emm27S6XQul8vbsnv37j/+8Y9JSUk6nW7atGnB/U8ChJDgEcrLy4Pn1nsCAFauXDl69GiDwTBmzJiVK1f6O1dUVBBC7Hb7okWLhgwZEh0dfc455+zdG/IEPsbFnk6cVouOxWJZt27dtGnT7rrrLu/NHThw4IsvvnjppZd6NxsaGrKysiLFwv+3IEn2DUXT29pLGMqdvfMpY6cvsRnfR+OeUWBClrILYmM+21y5cZ3vYXTLAblb242LEgEgzYB0A450IwytIXnjtsrP6j+/wPuZU6UnFX6hzR4e2N07Ppr92WxeWvWBvHULD/AaiPIgm+sa/yuBq1SSmhQuMWTMkSbm7dwTDYEirCpm8JXm+ns73IHywUY7PH9aIyw9x68nSkV0vuKSvErmDmp9362dEJ5E494v+3JzKKzvu51bRABsNDHMU/kDV4kQTrs8VfYwGwk9Shk9VTaryg7qSuE5IMsWyvdjuATG8UNoDcDvRfu3IgAuiYm+XWO4WMXoiatUAgtNHqebdkL3R8hiXTsCw/KpzC9eXCeCMw3vV2BXjxLwvg68XYa7Rh73oMmTJz/xxBPFxcWDBg0qLS3t6OiYPn16bm4uwzDr16/Pycmpq6trbGxcsGCBt39NTU1+fv655567fPnypqaml156qaCgoKSkZMiQIZTSOXPm6PX6u+++W61Wf/rppxdccEFlZSXDMLt27Ro1atS//vWv/v37H3ccb4cHHnigvr7+uuuu8zs6brvttvT09Oeff95qtT7++OMLFiwoLi7+Re9gCMIm8PHHH8+fP3/hwoU333xzcXHx/PnzWZadN28eetS1pkyZAuDGG28URXHFihX5+fl79uzJyso6kYs9bTitRKe2tlZRlIKCAj+FzM3Ndblc7e3tsbGxABoaGsaMGXM6pxTBf46y8r+1tZcASG+eHO9nOQDKLdjZijEhtXYyNep/16iBwFuX4csjjtnpxc56hpBxi4ap3j6A/aFqEqE1l5u/CyQNSe4jjavvTfh2hX6+HmY1AGZkrnIoSHIrJQ1B6lS0o13+voha2klSKlc4Hdo+Ym6UqkPy1oDznmcPCFypR8r1t8gdlEvsfdzPAAG5OP321w4+7G85u7ujKm52zNJV/MDZRENUIziigo/l+C+2ITyJzJ+S7dgkelkOANlCO19zxT+pY/QEgCaP8+8CwJgI0zwTya8Fj6NJOX4UAhXhfp1xVPkokeE8gYYll/VMVmpUule5o65X6+cKwXlDJwLjxSq5jXqjmLl4xnR1RLUnguMh7HGxpw2SEhKm1hcmTJjAsmxxcfE111xTVFSkUqnGjx+v0WjGjBmzYcOGxYsXhwXoLFu2bOHChc8//7x3c+HChTk5OUuWLPnkk08aGhr279/f0NCQlJQE4MYbb7z11lutVmt0dPRZZ50FIDs727+0H2Mcb4vT6dy2bVuwGmNmZua7777r/ZyWljZ79uxjX9rREqwoPSHjaNgEHn300fvvv/+JJ54AcNNNN8XHxz/22GPBREej0RQVFXk10RYvXjxp0qRly5a99dZbJ3Kxpw2nlehkZWW98MIL3l+DF/v37xcEwWg0ApBlubm5uba29o477mhsbExMTJw1a9bs2bN/43lx//3o6PCpKxgdqeH7GvqovBLVGa4PMHfTG9/yTQCyNOY1l83KfKWeNPTUuBsRi7wAVZIczVJ3bfCxivCTbb9a/ced3O+zkR3N5o9X2pzy5o2Q3LImk0w8j+n5/dBOi/jqC9TSAQAVZUrFfmHR73vLidOG+vAW4+s23WHeMU3VcSeohktldlsVd/mbcdVvEtmp7zfbnP8Qw/28iskLspaYvzJ+k3A/YVzjunCWDQA6TU/od8wE4PhB1E4M/286NFQ2UZU18HdQ9ZhtwiJ/AYjVsiqHAyAMYqNuVNvXiYpV4QewRIBSfK667XFX7BIAjNg/ZsgLnC4Jx4NjoyhXBTa7P/cIg1lPRfh5fWev6rsdAHVRxw+i1Ey5ZEY7gQ+TJmCMJOZejdSsUAl8MhMpfxHB8RFmsjUKYVbkPmEwGHJzc73xyEVFRV6WA2DGjBnPPfecx+MpLi5mGMYfO7Fx48Y//elPwZ6XvLy8H3/8EUBMTExcXNw111xz++23FxYWRkdHv/fee0c77zHG8WLRokVhmtP+4GgAGRkZinKcMg9lZWXHvfxjIHgCTqdz7969q1ev9u+9/vrrn3rqKa8qrbfb4sWL/cqvKpXqnnvuefhh3yvccS/2tOG0Eh2tVpuREUicKS8vf+GFF+bOnSsIAoCmpiZFURobG6+55pqEhISKiop3333X4/FceOGFwYMsW7asqKgIgNPpHDduXHt7+8+dRnd3L+fIfxkopW53rypw/2WglMqy7Ha7WdYXA9ulqw3r021QPL2+IEOiSmh2BLds5HxOHHtnG7/2VY9HZExmIpvkKMY+7xIfNQHYNrd2bT2nmCUm8A5HpAwAEtGRFWWdiwdTJ6Qt+egsAAAb8CbYRXZ7nB2AsHmjYAkcSBvrrTu3S5mDwi+MpWHZRR7VHlm9W1ZvloV9ZNRbk3fa0+veeqT9Tq9Vyt1aams7YJjwctgwh92df2/dVu2xjtDE3xU3Jq4XE5rknjukKaQyoaze7v/s2CUiGrAEHtl3GWoqR7uX7E0a2aUxRDPsTMnKWdAOADLDIdQd1S112dp7XuBSgevAADKgFLMAp7LcpepcRJkOIscpE8QT+RNJh8JPIWe5iZWhTX2QEUUr9z2mB9JrAm3xXZRts5O7UQLb60WTB3ggPP7qRGG1Wk/yyNMFSulJPLhOMyilTqfT6fxP1cH+8xGOg/wErA3Iy2Bk7IkQHQCFhYXPPPOMxWLZtGnTAw884G2cMWPGsmXLiouLS0pKcnNzDQafObmmpqZ3TIV35VKr1d9///0jjzxy9dVX2+32SZMmLV++fOzYsX2e9BjjeJGZGS5uk5ycjJ+Dn+UY6m3mCZ5Ac/P/t3ffgVGU6ePAn6nbS7JppBcIEAgECEgNqHQBQT317Hp6Cp76PcVycKLn/fSwnB1RDw8PbIgNBEGEC3jSBKUTIi29l8323Wm/P3bZliWdZBOez1+7M5PZdyazM8++7/O+bzUAJCQkeJckJiZKklRZWZmamkrTNAD4P9MBoH///iUlJe7XrR5st7m0gU5ZmW/Mj8RE3899k8n0ySefbN26derUqbfffrt7YURExPLly5OTk9VqNQBkZmaqVKpVq1bNnz/fv1Jn0qRJ7l1t2LCBoihlqNaHi5EkyWazeUPRsOVyuRiGCfOqLLvdTlEUy7KDBj5cVPweABTF/Jipn+ttvRIzdfSYfnSzm454XZpUbicudLC6Ke+kQHi+bDdVcHE2DgBEpgGYBnCAsrxYys4BAMIuyFafImodkVE31cSv9O5NXr8UAEjJQVXalXIFdxr4xoBfPGQBq0yhAYBwBucRyzgXq1QCAG8uNh1azjUU0Lr+2uFPWOTVaocneuPoRovK8wuJU3/9n5g39pRHPWr50H8/zvNfRE9ZSTK+fOdSp+l3xd+UOJsAYI+1fJet9MesO1UUCwCu2l9d9cdobRozfyK1IVZgfJk6pNMvt8BKqH5POb4ThArgVdLLaVVfJTUqBNJKi2oHJVWCuJlV3kxQKQQACOMlyy++o6YSQdVfEbqz0niw/CIKNRJIFCFEEypgbDJWHnpWkEMm+NsZKLTCYBW8rpV0gSMGKtJZajIhVgNI4PpFcu7yrVVMoRlliGF5ueMS59ceJ1WSzDk5M7zLrnNRFO12u1wuJ1sbyrJnuX8Q93QpWmGz2RiG8f5Y77DO76EVC9KBImB/NUgSjIyGBcGBwsXk5eW98sorb7/9ts1m844KOG7cOJVKtWXLll9++WXhQt9oW9HR0evXr79YD6zBgwevW7eO47iDBw+++eabs2bNqqio8GYx+2t5PxDqdF3SB4H/AInNCxAbG+vexhv9uLd3L3c/RouLi0eO9LXsnz9/3hsYtXqw3ebSBjqLFi3yvt64caP7xe7du9999129Xr9s2TL/E6RUKrOysvz/PDc39/XXX29oaDAYfGkWeXl57nbT/fv3UxQV8mK6GFEUbTYby7I9ElS2nSAIveJm7T7/CkXWdfNLfju90mavMI/RRNcPJqod0E9F5sYoQv60SlTAc2PhWD24BBgUsbvwEFyovYpu1sWGcTkdNbvMZ74kap0a+3Al5ETUXc84M+sjCiVJwZhvppxZrNjEilaIVSpUSkngAAIqw0iOdF8kQkZ//sBe/1WyjAGEQiE4Giq/m+Meys9Z87Orek/DvFt02zdFOqI42mhWHRcJX0bR6cZ6gCiNaAoqp4zmab9L8YuaA+4ox63AVvc/R8WCqME1Ox9uPOIZzkuVOls36s8NR5/ybqaof8b7moogNDkKTQ5ILumd2qo3T9cAwGMn4qZXeEY9Fmsl+2dE9DIFkAADgX1EsO7wtE+pZ7LuBJ0QFCB/QrJ8x1n/6wIAyQr2r0WplHaP5uclCY7zB1fsPXZgGJVwVLdwqz3hdhX5jU4gLzScybIodaYCCIA0AABVGtgTOMdxgaBBMZaRZYX+ISGYXP7pWQBAmWiFosu+jDzP2+12mUzm/q0ZtjiOa9eNq0fY7Xaapjtfzkv+v6BJuC4DrmtrfOM1ceJEgiBef/11tVrtzQ1lWXby5Mnvv/++3W73H0Fn5MiRH3744ZgxY9xhR2NjY15e3tVXX/3666/X1tbm5OQcP348IiJi3LhxGRkZsbGxRqPRe+r8a01a2E9nzkHbkSRZVlbmrfVpoZUNABQKxZAhQz744IMXXnjBvWTVqlVDhw51H5o70HnttdfmzJnjDo+cTufLL7/src3q8YP1urSXoDe48dq2bdvbb7993XXX3X777UHVKufPn6+vr/dPRnY3RqpU7esYjLqfUpmUM9zzTYABbfgDGeVNUn4kcewTZ7e5X++JpB47H7ChSfyp5pun3a+N6Wv7lT6pbZymNmcrLaNs/VIFm8AIRQqxFkCCWcmw7rSixCpxMivdTyQ81zad6YkXqZxc6bdC4defPct1o4kzALGS5dxG/wGLOVNRBhXz1bUrdh1+c6q57Aqb78HMaFNF3UCwwT755BTujO9oorJpZUB+cg0XnJxU5TLbK/d4oxwAsBZ9pxg/yfuW5FJJ10DvW+1Nnl/8BEskXvj1P7HW77tAgFAncmUCk0wBADuAYge0qZ6SkBOiNaBuxnGQF+aKlOFCYC0JZd/M5sry5wAAwGzrF7fE7zhAJWyYT9xWyYqNIpNGKSYwAT3DCVCMZxTjW/ntTic2m4o1KazrVlEfFhERMXz48MOHD19zzTX+1RjTpk377rvvAGDixInehc8888zo0aNLS0tnzZpVXl7++eefV1dX33333QAQFRWl1WpnzJhx6623SpL0+eefZ2dnx8V5bggsy/7nP//Jy8tzJxG3sJ+u8vbbb4dc7h5IcOTIkffff//SpUs1Gs3XX3/tbWa6mGXLlt100001NTVXXHHF3r17V69evX79evcq9xO8oKBgwoQJN998M8dxH3300ZkzZ7zBUzccbBt16+8ek8n03nvvXX/99f7ZVV6nTp1auXLl888/n53t6S28c+fOlJQUuRx7XvRli5MmJMl0O88XjjhPj9YmUqNLhQP57lVEVHTD8Tf9N66P+UTbOA0ASMlZlMRE2Wp1xkaJJmFoNGwqhjo7AaACkEFjPTVUIknFbIoZdOGBTBDlc28tg2Hjdh4neB1RJ4ezBVBtF9KCsyUEe+3G8twax4c/6C3LpZvG2ncCAK1NjZv+4SJW9lWl85WI5xO54gmO7QBAapPZ3EdE0UUKNOSXQZEJIuXTchLfCNznBG2K89yXwR9kLZdFDXfWHQEAkSmyJI81pH6ijJ/JDqQovS+OmBmpH6FWHbJYjawAUsB85+b1rshHFe0d0lEwBtecCQ0SdaHa1F6xx1aW710VL5TcbF71uv6ZWgWhmdep2hd5Di0fTjuOeLLRFWPogO7rCHWvyZMnHz58OGg2q2nTpgHA0KFD/VsSRowY8eOPPz755JNPPfWUWq0eP378smXLhg8fDgAEQXz55Zd//vOfn332WQDIy8v76KOPvO1Nixcvfuutt1atWlVXV9fyfrrKQw89FHK5O9D5z3/+s3DhwoceeigpKWnGjBn//ve/W660u/HGG0VRfOmllz777LPMzMzPP//c3eUKLtTVbd68+d///veKFSvq6+tHjx798ccfDxjg+bHbDQfbRkQbu5x1ie+//37FihXTp0/X6wOmzJk7d65Op3M4HIsXL66rq5szZ05UVFRhYWF+fv7TTz89atSokHtbtGiRVqtdvnx52wsgimJDQ4NWqw3zpiuLxaJUKsO86cpoNNI07U6o6qyTDfBPT9ctiJQLk538/74BAIkQivu9E7TtwGM/gEQcS03X1Tclmy+a0SncNIScEssBJ4qiO1beUStO3eM8tOtITlNAdYvj7+ri9QGZgwS1SXvKM8HNomzysOG0RjT9cM2oGJUSAHbWie+c5xs46Wpy/+CyO62uIglAp8maffxf1JkLeZcG+ZKbjP8w73e/eyVjxmNJE6znN5dtnOP/QTGT/qnOmF+x/X5H2XZaGafLvj9q7DMQKmwx8cKb5RXkYfGeHwxBqwxPKpmk9l0q5g0u6w8BTUgxL6m8I9aYCj+p3Hqr/9oNqluejF61K5fPSwjo6t8xrtMCXy0y8WQ7puNuG57njUajXq8P86Yrk8nk7moazhoaGuRyebuSIEN67733vvnmmy1btnRJqVD4sNlsKpWqoKCg+8fFaa9uvR1UVFQAwLZt24KWT5kyRafTyeXyV155Ze3atfv27aupqUlJSXnmmWdGjBgRak+ob/m40Pe6wS7u8cQHhESxXJSLqfOuVPSbCDeOK6sqKNq54+o6IxA5IIWuzaAkF7CEf0LIn49zABDr4IK2lGtHRk98sfanJ91vpci/6Pb7pvF755iYPTmTMRAxKk/N4pQockoUCwAbvv2D2VXkXigrpX1RDgDUO14oHfzHmROKHI2DldGxrBoAlBFTFKpRdqtnklFWP0A75G5KFhE9a4PDbo00tDQbjpam/pqSBClQf9rOFQUNiCxCOwMd9QzGVchzJZ4GLN2tMv9x+eQxI4O2Py4b+d5wJkcTfOpadtBs+aCy2iaKMyL0v4+N9n5A21vZEEJhK8z79Pjr1kDn7rvvbrl9Ti6X33fffd1WHtRNGp1QYoZIOSSFqv7hRajy721OSC7f0L2GpitrI7bylJkSlVphrI69rWH/09bi1zJJKE0HpWVE4vl/EFKoyzgj4BezKMExkxjj5JRC4BAv/VSgZiJHPaHLusfRWFAuceVrs4Km6H7hrDhkQnD7qcNRbTb70nRUjmZhSr0jVa5PlV/YWZGJWHEsyficMfI7p+I0MzJXP/0xShZx4aDbesuQj6CDAh13jk67EHLCsFjpOiOIFolJo6iIgGCRjRgUNe7vdXs9qVGQMPVf1z4kY2hTcAZ2S3Y0GqceOeF+vaaq5rDF+lJGanvLiRAKWxjoIHTBjlL45MJQxSOiYVF28CgXNAmRcmjw9f2WSD2Axf1a5oqL5xcJ2f2ZXQXAcVB7SAXAaUYbNQcAwKY+1BS5RV8/FwAgSQ2lnr+C2anQPyBcIQkYpCYWHy7R8ULA0rs8la6lQu1TBX8scZ16gHojC+7x/9u5ZRKzxik9piT8cm1ZNmCy8QbN6eADTwtsm1h3GhocBMgi6hYAANgVMK8N05U3Q40zsb8pXCcuVMbcJiO1Hep9SgKbGXCfkgB214u1LilXTyaN+atmwI2OmoOMJkURPz5ka1rLlpcEdFt9ubT82dRkZfun40AIhSeKov71r395067DGQY66FKqsfuiHAA4VAu7yuHKZgMoX5cBq0543x3s990Aa6LOHAkARESkLPsaYXO+IOO8D1u9eaxJfcTd67tJXS23auV5erg+A2rtUG2HeBXEhEiv+0cW0//bwLEiRQlUnuDl+WN3l7hOAcC2pNXTi+8J+luuTLT+4FLP9qV2kSQzJOupEyc9KWJNqhLjlXZ9/oXPHRIJkxMCdvGbMeBtnR1sPCjb8QVsMhXs2XNHfcNB0EHW3KezkpayyRfvRt5ONgFm7HX+VO+Jn97PYe5LyWQjmo2m2GZlzUa8rHC5+iuwYwFCfQRBEPfee29Pl6JNMNBBl1JRs9aOs00hAp1xcbxBKPzsb0BIRTH5jZqz5yUYEnnX8MFPk/GJ8PRBnrIEPc8ZXu9kagBA4gYZicGGMQqGJqGfCvpddDCC+f0oS7wMCgMGZQa9DAAcgu2E0ZMYdE53+MkJU/505IMkS8DIHLadnOpqhpD5CpIz/HmdbnBZ+bc0pUhPv0sfexVMtUGxCQxyyNAHV4KkaeG839nQy1qPciQJtpXCnkrgRBgRvUd2W53lV/deT9b/nY4nh6mfbWUPbfbyGd4b5QDAHw9z18ZRMbKOR1GjNOpTNl/SUqKMTZN35RB53HmBKxcpAykbRLW/vgkhdBnBQAddSvpmzzZd6KedKar6UH+/mSYJcDWW8d+slyrLCU5PSGxQ50COMgIAyaXKTHcBgOV7LuKB1huMlZNToNBvZoEpCaCgAYAl5RFMTCNX4158Wv/L9ykr7z3xiv/fijaJKxXZ/r5PIQgyPe2O9LQ7fBvFKSHuIr1UFmTAq4d8b+ent1pa2FIMX14Y4GdrcUa/OfVZv3pXlpdvHpb9bOs7aZsDjcET6BxukqbHEAAAIki81HwW9Ja9mJ560GwpvBDrrBiQQXXdAK+mz5y2nzyZ0exAKvJBBc6KhRC6GAx00KXUXwcZOjjrN/fQ5AQAOO9wHLZYE1jZGK0nPVmj6e//d1pHZE7hYAnKAUBijBIAISok0vPUtNI62nIjyaeyxnsJwQAAQl0rE91V2KXTRtGQr+gnG6LkawhJ4LQ65axUd9hCEuSsxDs+Oe+LbGJtqc13QjSv4Thvglo7JKohvrVhLYdEwt/Hwv5qEEQYGQ3pupY3FyRo2lXpn8WTWZm3b7CWJDzVQhQlBwCrIKi6IiUwQRF8aIkKAkQwfem07eIAgEmnqGsB2twnOkHGHsnNyTc2mXhhsl4Xy3bZPACuc4I3ygEAV6Fg388pxl3ieQYQQr0WBjooNKsABxpFFQ0jdSTV4Z/iJAGPjoBtJXC+CSLlMD0ZYhSvllY8dtYz/vGsyIgN2YMZgmAY7cgRL/166An38lRH8LAClC0dgAaSs8BolzRQEThvYwsDyQjF0hO7bS8bCACAwcRjrGbxOTUAgBPIX3jVDE/azcKB/4hiE346tVG0w4Rzv7uqJHguOiaJZBL8PkWS4N3jcNBTCQQzU+B3/aFl8SpY0IaKHABBgll7nausQlC68hlpSibhGW28Pv6+oQcOnbDaYlnmqeTE/0ts38x/QR5Ko94v8s0qPzeOGqwhrN+73FEOAHDnBOFTEpa2Iy9ZRpIzIyNa366d+LLgoJYrE8N9PgWEUM/BQAeFsLtBvO0XV5FNAoAcHbl1HBvb4XQNOQXz0rzvztgd3igHALY0NK4sr3o4sR8AZA1+PCYmr6pqB8tGpp6Pk4r/678bBxUtuHKcoBcIFgB0rnNNrCdooKJJ9bzQLWJiPZ//pf3lIb7mpH9mkBMbxbGNEgCIFl+DQpjTUwAAIABJREFUGNXI3/zN5JtPZIOasYuGJu8aCYAAxRhac60soH1kf7UvygGArcUwqvV6mjbaUi38UCtui9HdW+z7iL0RGjFhjrLpF5rWxGT86eamrGKHDQCqXdyfz5zPUMjnGjrSjcttqJYsuFr+1jm+2ilNMpAPpNIEgON44IA9VSDUiVR0D7cSUVHBBfBNXoEQQs1goINCuOtXT5QDAIebxMXHubWjumYs6V/MlqAl+81mgH7u11GGK6IMVwCApCpz7QgIdGwwUqCj3K/lQr1CqGUdJhepfXWmdsncVCJkw8X+Kvn7Jw5nJgEoAUAhWh9rXDbNvkFtoB3U9fK6vzID/DoBrTwO55oAACycAqoEmrIwiQAABChG07o7mnUXap5nfd7UVYHOj+d2AExaPCQt1sHNrW4EgAMR6ttHDtg0evQg9X0AsLGuobi6wP9PNtQ1dCbQAYBBamLFsIDzSDS/PdA9n/crG0Sx/SnXGU8QRseSinF4H0MIXRTeIFCwcod0xhqQ+7u7oZUMmLZLkLEQOF1ToixECEXEJ5Kz7+A3bSRJoyhF2pyzQVADKbnHQXZQBjvdpOBrD0fW/zuBW8qkhvikRie8fwIAYpye0ZGXNTy6wLIWAIAAZ8RrTDLIh73q2djk8kQ5FygURpsiCQDkw2jNAr8SmlywrQSqbOAKHHgQwO44KHPpSbazkyS4KpzJx7YZDJPqGWreFYMjOZ4VpCo583o2M+hCZ3Km2bTwTIupvkKdaPmeE2pEOo5UzWSDRgi8GPlI2nXad5hkCrTxDy8tEiL+pLDv5fgykYomFBMYslmCEUIIeWGgg4IZmvWv6Xi7VTPjtJo8ve5Ho6865IH40ONNEYNHNq0fRAAHQEU6T0pwrkGW5V1roRPtZKOLEp/42fFPXdHc5NhMpQKKTLCrHGw8ZEWCynNtX1dZ/+KAhGIl44lyLnDAFwAXAp1mx0dFkjHLmuUXWzn4x0Go8eRESzRBcJL7bx2K06WnH6ZrEhIXbGP1bZnAPRQBjB84HEf5G+DZG0D4vyHEuniygaGTmbMl04ck+T3Ox2u16Qr5ObtvlMXfRUddbK+iWWp4yyHUiwDgOis4CwXDEwr/OR8uRjmO4YoF53ERRIkdTBHTXK3+SfcgaFBOwuxjhFCbYKCDgslJeDCNXnHel5r6SEaXXScUQWzJHvJWecXPZkuSTPZIYr+0ZrPTl9ilI01iioJISCS5MkbNlzOi1dOQBAAApOSKdJ6gJH5yFUyuchwtOpczq/wnfcrIlRfmzDpYA8M9D/4oF79jz4kXB8QGF0Xwm7lJw8LAiICe56MDtpc4cBzghF+b6Hq5HDyBDsFLZUO0+prtDvpYY9QGieA4U1HtT08kzPm6YyfH+iPnOOo77a+fkNTaV5XMr/P7kUmK9f5b6mjq6yGD/nz2/H8bmwYpFX9NSboq4qKtZo5DvOA3Ro5QJzqP8K12UxJtUsMbdr7c84dsBsWH+zSUCCEUAgY6KITXs5nBGuLbKlFNwz3J1OzYUB2YOcK1B5rqHVQUqZzMtKWGwE1JkU8mNxsz8IJXzvCPn/CEIDdMolYeI5lfrQBg8SuCQqijJF/twjCjNL1SsO49H7CjI3WQqIYyCwCk2pwrj5SUz5hpqdzqXa9KnRmw/f1D4ZNCONUINAkT42FGsneN5JDqX7XzFSKAHNhMuVCvd3lmufpC0TArfon/bpw1h6CjuHPBzWG/M+6xJZ7IHf59842HqVU7hg8FANEicaWiQF40Tdg/59qzxBy8pDnr9y5vlAMAps+disx2dC/3ch7nrfmcaJbYAZR6NkuqsJkJIdStMNBBIdAEPJhGP5h20Q0kAVwfkGIZAPAA4DjARz6uCE6VMLvg8zNwoh5kFExJhOnJrfZMLjBL3igHAL6oE2fNZq+uV6ecayxQOwdbPcspKXga7XibpDLxQQvh95nCz5VEkZk0KGFWSmzcaumHe6xFWwBA0//6mLzXAjbWsbAwO2SpbD9xfIXvke+gDC6yihUtALDBIJtVFbAxo2tTB/KQmgcBA0fcH5+bx7L6kNsDgPEDu+OQJzxiB1ORC0MMncdmBMepTP/Wh97hSoMTs6RqAkI1M0ouMH/ldBzmAUCWTWuvZwm550Bcp4TGdz3ta3yFyJeJkf+nwIGMEULdCQMd1BHO47xY5nte8TWiYz+vnBLYGvLucSho9DzVPj8NDAlXXbQix+2AMfjhurdBvOHGJFheanBZr8+FTfuNPKlonlOzL5qcbmNGNvjmHIAIGfTXCekqURTlcjkA0KBNvPY7kbMQBEXQbR54RZTEIjspiaJfzy6BVIBo+WcWdSpJZUh7vn7vUu8qwxXL2rpnfxKY1jv9x8EDADaDihs7r4Uxf20/ct4oBwBcBYL1R5dqSnByNzuQUk1nrds8dWDqa1g2vfVAh4okAQJqmAh96Hog81e+ktv3ciBKuts9zZG2PQFH5Doj8FUi3Q97gyOEug8GOqgjxMbgZ54Q1DOryQWnGgMCkv1VrQY6/eTBEUy8HLQDFI6/jI9+t0QmOj+Nb1pUVBi0zdM59KFIMnHcYHjvN98E5rcOBJqEZumzJKP2f1vt4g6aLbEsM0oTanrMEjO8f0JTaVURtJPUm9hUCSiQYNlw7ttEWaGWeDc1KSp+iSJmhOX8tySj1g6+Q2YY2vIxhiQcIF27/GICGtRXsqoZTMszG9h/Ca7Ech0TVFNCbKmZxyrzGKFWpGNIUtemGhXVVMa+z1ckxRU0ERE6GdlxLKAYzpMCiOAuueQIvE4IEO2tt5ohhFAXwkAHdQSdSAZ2Egc6KbCSgG/WI51rvY/6ZAM5Wk9663VSlMQfUmgAkPdXxD6d+Vm+810p9k0lPcnUlBar1I+IqqTFLUouPkJWboiMl7GwbAycNoJDgHQtaFof+Oej6trbCzyTq1+p120elqUg/cc+BnjvuFjNGWWDXKQOACjJIRCUMIqIuDr2BlGYZzC4p7BQpc5Spc5q9eNaIJ0NjGh4YAdTRLOwLwjZ7BCJi2fAUHqC0rdjsgg6jox+VmnbzbvTaxRjaJM5VKAjAQSGLv4JQGwm5TzpqxaiIgkmEatzEELdCgMd1BFsf4oaKwr7PQ8t2TBakRt4LRnk3lxgj+EX7f/s2y0J2yfIXj3DHTRKqUri0Qw6+ULeD6kjYubLl4EcwLeffgD3+P89ScDAts45UM/x3igHAPKNTS+VlD+TmuS3hR2qbCZ2gDvKAQCBkDOpVNw9iiXQ2sxW7SULrucIMa9WM8qJjLMgoHVJNb1rxnV0o6JIzbWt7ZAAWRbtX/cjH0l7K6JUV7F8uWg/wAMAZSB1t8jaOzkoQgh1EgY6qIOYuSI7mmSNMiqabJ7uCgCwMBs+OOkZiC8vAa5JbctutTQ8O6g7hkg5YrEGLdlrChzsWE4DgIsMGACQK/K1y7SX5JBsP3J8tUjHkso8xr/ChsqRxMO+LZlEsi01H7LhtPYG1vwdJ9kkUkfobpT1SH2J9gYWRMn+Mw8A8lG09ia/6ThI0N0p11wniRaJiiGJLph+FCGE2gcDHdRxVCIoWghK4pSwNBdsPLAk0B1/ADsO8tadnGiVZJmUei5Lhsql6YB+zUZkjmcDl6gZyImCUwF1LaSG8DXYSWDfxzmPCUCDYiwjy2rpMS654EIfdQAA+0HesFjhrd4g0sWIP8qt2znBLLEZlGYuC22LCZRTWGWz7ONuRsgJ3R1ynXsW1FD/Z1JDkBqsyEEI9QwMdNAlpuzUNeY4zBs/9PRPttWKfFWn+idzpaJpvZM7J9CRUkZ/41oXs0bl/OFCJ6CHmk8Afu8Qxet11nJfJCEfSXs/3bzBZd3uSVtx/Mrr75LLcy96sI5DvH8fdb5CdPzKK8b6wkTZMFo2rDd/HzH3BiEUlnrzjRVdBuz7A3r0uM4KfK1Ix3TkoSraJeMqh1AvkiDoK07Q5fbbAG4D+G6Y6quZUQ8l9BuubpZ5o6DVT8QR37scB3lJAsVIWjXzQtAjgjfKcbP+19VCoCM0BudiCw3Y/wghhC45DHRQWJOcwdGAZBLAbAYNCzEhxsJxNZwUnE2yqOygbuQAwJ0V3DMhKLlKWvKNuDP7qHX277KheZQDAAAEBerZrHp2cPOQaGs23LCppcClefYMk9Tr60CEepGvluhYgjL0+mNBCPVVGOigsCYbRLl+83UsUqiamPeKoMEBADA8ChZmA+N5xIqcpfzb+bbSHQDAaFLipq5SJk8N2NeFOISWHBCkwgrx7etIRaoJOpbkq331NExaS2k1siG0YgztztgFCRRjaNnQ3v3tM3/ja7lTXc1oFsha3h4hhHpE777Voj5PdTXL10ju3stMtKQ1FoHpQphypA62FMM8z0QV9fv+5o5yAIAzF1dt/0PanacBgKi0wcEycPBMhoFUKkWbxBPB04hCnLLlYohmyXVGIBhgM2niQuWO7laZ8UOHuwWK7kdqrmvxSU+A7g65cpLg7nXVclQU/ly/CdYfXN50JesOTpZFswN790EhhPokDHTQJeYSocwMFAlJaiDbn0VMge42mfZ6VrRJVIMZlgdWxvxm9L60V/zkv4Yzl7gaC8jqePbVo+4l5M5yJZ1gYRJtdJxcqPfV6+TFQ2JwO5c/Z4HQuMLT1EVFkZF/klNRJAAw6VTUUiVXJAIDbArVln5STBrV20McN+68EJQS7jonYKCDEApDGOigS6nYDCuPQa0dACBZA48MB31HGjgIBUEpCOCbdWXX+JZQyuiglZQimtxS4r9EzZdbmXiRoOvl2frBjbIEAdJ1MMzQ8qebPnN6Xwt1oukrV8QfPXVChIzo9U93ERzHebFBopMuMh5SKKQ2OGZtvgQhhMIBphCiS+mDk54oBwBKzPDpby1u3ZoYJQyJDFgyJcH7Uj9skf8aTf/raFU8Ue+EQKTIAYAEpCMiDuantxrliGbJncLsxRULF9u4A/gK0fG1xK+nbbs5aH2SjC4mcVD/qt34vsP0hbPhNbvp8+DTdTGy4TQV7bt7UFGkfAT+akIIhSO8N6FLxsZDuSVgyZmmTu2QAFg0DLYUQ2EjqBmYluQ/4YMqZWbigm3GIytEp1GZPDVi5KMAICWpiRpfByuRYIULE0QxKW2K8slms0dREV3284ArFutftrk/x3TMyZ0TvPN+dw/7bo4r8sVtth85xViGSW79AEklYfg/heUHF18l0nGkaipLKrFGByEUjjDQQR1SZ6fPmYgENbSQ3CJv1g6i7vTcDnIKFqRfbKUqeZoqeZr/EmFBKlFsJuo86TgmJgWAAAlkw2jluLYVhgT1Naxls2/IHPWMLpuhwrojYCQe+35eM09q4+ziXYIrD65E4iuEtgQ6AEDqCO0N2NMKIRTuMNBB7fdRIeSXeSKc6zNgdmrozUgCpifDNr8smalJobe8ZCSD3LkkR37aCi4BBkVoBFZeKlIGso3VOW7qWSzdj3QeFwgaFFfQXZhNLDYFD70jNIqkrvuSfujoZvVVUdicjRDqUzDQQe30aw3kl/nefnkWhhogWRN649/1h2gFHKoFhoTx/SA3pnvKGEBGeT+XAvDPLGk7eQ4tz+n6LwuTTLrOBmT80P26Nc5QTGTs+3i+xlOvIxtKtz0fGSGEegUMdFA7Nc+zOdN00UCHJOCqRLgq8VIXqpdSzWZdpwWuzBNn6O6UE7JuzXQhlYThcYVtLy/Ui0wKpcilOzyPGEIIhScMdFA7aZvNld18CQIAAOcx3nFUIEiQ59LsgBA1JaSCMDyhNJ+wOZtckdm67szO8SIUhOqqLss6QgihcNO7Ax2e581mc9u3lyQJAOx2u9PZ1m60PYLneavV2tOlCI0YqlbuYMkGTxatGKuwpckks9kiiiftjiiaTpeFUdwjiqIkSRzHdf9Hcz8Rrs2e17bdnPxmoIaHngyLT+SJeNFKWqAd13IPaO/XrfuJoggANpuNIMK6Yir8zyQASJLkcrkEobODKbhcrtY3QuhS6t2BDk3TGs1FGk1CEUWxoaFBoVCwbBg9jJuzWCxKpZIkwzItVAPweC5sLeYrTFKimpnXX61lN9U3PHj6XInDCQDzoiI/zxooC4/Cu1wuURTl8tB9tkWbJFklykBeivGkav5n9U2vBcDvIvUTQ080YbPZHA5Hu67kHmEymcK8kDzPG41GpVJJ02F9Zwv/MwkADQ0NLMsqla3MjtKqML/ZostBWN8OUJiKUcAdgyxGI03TjJo1C8LcYwXelRvrGl4uLf9rSnd3sGofEZo+ddr3cgBARZG622Rs/65MwpVcUtBk5nxlt48GiBBCCEdGRp3CibDx/NG3DgQt/tFo6pHitJ01n3NHOQAg1ImNH1dLXVq/TrAEHRfw5WrQ7WpsPNyVn4EQQqgNMNBBHSf7ogg2nDOU2IOWRzHhntzqOsW7X3Car0xpg436hLOrk0yFn3ThRyhu4JwyTz98u6z4t7THj514vr07cRzlTV84Ld+5hEaJKxZcpwTRHjrRByGEUEjYdIU6iheZfbUAMNAkTq0Ut/sNAPNAfFzHdlnpkJ44weXXiQaWeCSDvif5Uo3pQsgJABBkJ21xd7qXCI6yyq23yiKzZNE5XfIRrtjze4dfGdmUJxFcg+5HgbKy5vZN72D+0mnN91Q7Wb7z1DhREYT293JZFo52gxBCbYKBDuogwuVJOiEk+HIX9+JQalcCHT3A8Ehivzy9tgM7FCWY/7Pr50YRAMod0h8OudQUe2PCJXmiK8YxjkO8oNgRtPzsz08YI/vp9dmZAxbStKozH6HRZPK0scaw0bskIqIdIZRokrxRjj+hUTJ96oj+mwprYxFCqC0w0EEdJClpMUlFlloBQMtJz//KgzIahg7q8A5/s0ruKMfrozKhY4GO0CC5zgiEDIj+AKF2IMui9PfK63cGT9VUXvVDdRMAQHHxuunTf6LIjs/lRNPKsWPe3/fzH91vNeqM4cOea/ufB02ZHrCqUeJrxKAcIIQQQiFhoIM6znFbhvI/Z6HCCgAwOAJuHNCZvdmF4OwTW7MlbSrVL7xxtWcWTzKKUD9AQaiWNHkOHZO+wLL6Mf+Fxgs9YesbDpaXb05Ouq4DBfDq3/++mJi8qup8mSwyIX4OTbejpy4V21IcQ2rDepwYhBAKHxjooI4T4xTwtyug1g4UCVHtS0BpboiGzFARZ62+4GZ2bIvVORLAb41gdEKqFmIvxBACeKMcABDrJMcWQXl36B0w2rTkG3bV7n7KXrlX1PT7jap0+n2g1VrU0UPx0WoHarUDO/CHpJLQ3iAzfRFiZEvFWIZUYqCDEEJtgoEO6hyS8AUZncOSsC6XvfNX7oRZBIAH0+hH0i9+fXIivHYYChs9b2/oD7NSAICvDW7xEcpb+lBFQl7yjXsAoKj4U/PuW/xXRUaOav9BdCXlFIbNpFxnBFJNEErCvo+TnCAbRCknhnunNoQQCh8Y6KAwMkpPHr9KVuWU9AwhbzkF5b9lvigHAL44A7kxEK2gIoKrOsjINlV+pCTfVFyyvrT0a/fbzAELY2Mmt6fslwQdT9LxnhMhG4Q9rRBCqN0w0EFhJ64tM3gXNRuTsNgM0QpCRqimstbtvuH/5Fe1KdAhCHLypK9qan8ym89E6IdFRo5sR4nDmEuUWBLbuRBCly8MdFDvFNksJejCEs18lkklnScFUgF0LhDR7chojomeGBM9savK2LMKbfY//nbmR6MphmUWxsc9k5qM8Q5C6DKEgQ7qna5KhK3FvrdDIiHNN0uiPIeW59DgmdTzchxKmJekBccLCmx2AKhxcX8rKu3Hsvd3dCBHhBDqvTDQQb2TQQ4vT4AdZdDohHQtTEkAAissfApsdneU4/V1XT0GOgihyxAGOqjXipTD7/r3dCHCVPOgjwixDCGE+j4cXBWhPmiQUjFUFdDt/4ZoQ08VBiGEehAGOgj1QTRBfDN08IxIPQAkyNjl6Sl/6Bfb04VCCKEegE1XCPVNGQr51mFDeroUCCHUw7BGB6F2EC0SVypKjsuxJxdCCPVGWKODUFuZv3Zad3Du17pbZYpxOBUDQgiFO6zRQahNHId5b5QDAE0fO4Vm82ohhBAKNxjoINQmrtNC8JIzwUsQQgiFG2y6QigE12+CdbtLNElMGqWezZIaglQGj0NDqHBkGoQQCndYo4NQMO680PCm3XlS4MpE2/+4xpV2EEA+OuBXAR1LygbidOIIIRTusEYHoWD2fbz/W65E5EoEJo0yPKG0bnMJdSKdRKlns0RbZllHCCHUozDQQSiYaAvuPS5aJQBgkkn9vc1mTUcIIRTGsOkKoWBsZnCbFJOKrVQIIdQrYaCDUDDlRMY7Rg4VQej/KCfV2EqFEEK9EjZdIdQMAbpbZZq5rGiWqBhSNEuu0wIdQ5I6DHcQQqiXwUAHodBILUFqCdN6p22XZ5xAzXxWNZXt2VIhhBBqF2y6QuiiHEd4b5QDAOZvXFwZjoaMEEK9CQY6CF0Udy547GPuLI6GjBBCvQkGOghdFKkJTsppvgQhhFA4w0AHoYuS5zKUwfcdoWNJ2RDsZ44QQr1Jdycjb968+b333vNfcsUVVyxdutT7tqCgYPXq1SUlJcnJyXfddVdWVlY3lxAhL0pPRP5JbtnGCbUinUiqp+FoyAgh1Mt0d6BTUVGh0WhmzZrlXZKYmOh9XVpaunTp0lGjRt16661Hjhz561//+uabb/pvgFA3o6JJ3a2yni4FQgihDuqBQKd///633XZbyLWbNm0aMWLEkiVLCIKYM2fO3//+982bN99///3dXEiEEEII9Q3dnaNTUVHRQg3Nnj17ZsyYQRAEABAEMX369N27d3dj6RDqHAnsP/ONK+2N79jt+zgInjILIYRQd+vWGh1BEKqrq0tLSx966KHKysq4uLhZs2bNnj3bHdnwPN/U1JSenu7dPj09vampSRAEivJlgNrtdo7j3NsDgCS142Hi3liSpHb9VY/oFYWEdp7/7uf9j3fPx1l3cJZvXO7XzpOCYBRVM1ofYLCbC9kZYV7I3vUF7+kitElvKSdCLejWQKeqqkoUxcrKyjvuuCM2NrawsHDNmjUul2vBggUAYDQaAUCj0Xi31+l0kiSZTKaIiAjvwueff37r1q0AQJLkhAkT6uvr21sMs9ncBQdziTkcjp4uQut4nu8V5bRYLN3zQcJOGYAvW9n6o8uR29aLrQNXcvfrFYVsamrq6SK0rlecSZvNZrPZOr+TLikMQh12aQOdsrIy7+vExMSIiIjly5cnJyer1WoAyMzMVKlUq1atmj9/vrtSBwC8L+DCjwl3/Y3XzTffPGXKFABYtWoVwzD+gVGrJEmyWCwKhYKmw3ruC4fDIZPJ/E9FGLLZbCRJyuXyni5IS3ielySJYZju+DAJGo0B16pkIjRKDbTWId3pdHIc5/5ShDO73a5QKHq6FC0RBMFms6lUKpIM64Ezwv9MAoDFYmFZlmU7O+eJTIa5/KiHXdrn/aJFi7yvN27cqFQqg7qL5+bmvv766w0NDQaDQavVAoDJZIqKinKvdVe9+FfnAMDQoUOHDh0KAF999RVJku36FomiCAAMw3T+23tJcRzHsmz436wpigrzuxhBEKIodlsh2YGiq9A3dDKbQcmUrX+0IAg8z4f5mQQAp9MZ5oXked5mszEME+a/ZML/TAKA1Wrtki+4f+IBQj3i0t4ONm7c6P/2/Pnz9fX1ubm53iXuyEOlUgEAy7I6na6oqMgb6BQXF+t0um76OY5Qp+luljW+5+CrRACgY0ntLeH+MEMIoT6vW+sMTp069dxzzx07dsy7ZOfOnSkpKd7mj3HjxuXn53szCvPz88ePH9+dJUSoM6ho0vAXpeFxpeFxhWGJko4N6zo5hBC6HHRrBe+VV165efPm559/fs6cOVFRUYWFhfn5+U8//bR3g2uuuWbx4sXvvPNOTk7OoUOHDhw48PLLL3dnCRHqJIICJgXjG4QQChfdGujI5fJXXnll7dq1+/btq6mpSUlJeeaZZ0aMGOHdICUl5dlnn127du3//ve/tLS0Z599NiUlpTtLiBBCCKG+pLtT9uRy+X333dfCBkOGDFm+fHm3lQchhBBCfRjWsSOEEEKoz8JAByGEEEJ9FgY6CCGEEOqzMNBBCCGEUJ+FgQ5CCCGE+iwMdBBCCCHUZ2GggxBCCKE+CwMdhBBCCPVZGOgghBBCqM/CQAchhBBCfRYGOgghhBDqszDQQQghhFCf1d2Tenato0ePPvXUU23fXpIkl8vFMAxJhnWEx/M8RVEEQfR0QVrCcRxBEDQd1peQKIqSJFEU1dMFaYkgCIIgsCzb0wVpBcdxDMP0dCla4v6Csywb/t+dMD+TAOByuSiK6vx359y5c11SHoQ6LKyfUi2bMmXKzp07TSZT2/+E5/mjR4+mp6fr9fpLV7DLRGFhoUwmS01N7emC9HqVlZW1tbXDhg3r6YK0zm6393QRWmKz2U6dOjVw4ECVStXTZWlFmJ9JADh27JjBYIiPj+/kfqKioiZOnNglRUKoYwhJknq6DN2noaFh+vTpL7300lVXXdXTZen17rzzzoyMjGXLlvV0QXq9VatWrVu37ocffujpgvR6hYWFt95664cffjh06NCeLkuvN3v27Llz5y5cuLCnC4JQZ4V1Cw5CCCGEUGf04qarDmBZdurUqbGxsT1dkL5gzJgxeCa7RHp6el5eXk+Xoi/QaDRTp07VarU9XZC+YNKkSRkZGT1dCoS6wOXVdIUQQgihywo2XSGEEEKoz8JAByGEEEJ9FgY6CCGEEOqzLotk5MbGxtWrVx86dEihUFx33XUzZ870X1tQULB69eqSkpLk5OS77rorKyurp8oZ5kRR3Lp165YtW6qqqnQ63eTJk2+66Sb/Ye7wTLYXnrEOw6uxC+EdEvVt1LPPPtvTZbi0zGbzkiVLOI6bNWuWSqX67LPP0tPTExMT3WtLS0sff/ym8ylyAAAI0ElEQVTxtLS0adOmGY3Gjz/+eMKECdhrI6QNGzb861//ysrKmjVrVr9+/TZt2uR0OocPH+5ei2eyvfCMdQZejV0F75Coz+v7gc7WrVsrKipeeOGFwYMHjx492mQy/fzzz1dffbV77SeffKLT6ZYuXTpw4MBJkyb99ttvFRUVubm5PVvm8PTSSy8NHTp0yZIlAwYMyM7OjoqK+vbbb+fNm+dei2eyvfCMdQZejV0F75Coz+v7OTr5+flz5szxzixz/fXXz54927t2z549M2bMcM+MQxDE9OnTd+/e3TMFDW8cx8XFxU2cONE7i1BsbKz/MPZ4JtsLz1iH4dXYhfAOifq8Pp6jI0lScXHxoEGDJEkyGo0qlSoqKioqKsq9luf5pqam9PR07/bp6elNTU2CIIT5NJDdj2GYF154AQAkSbJarbW1tevWrRs5cqR7LZ7J9sIz1hl4NXYVvEOiy0EfD3RsNpsgCEeOHPnoo4+ampoIgpgwYcLChQs1Gg0AGI1GAHC/dtPpdJIkmUymiIiIHit0eKutrb333nsBQKPRvP322+6FeCbbC89Yl8CrsZPwDokuB32t6arMDwCYzWYA2LRp05IlSz7//PPXXnutqqrqnXfe8f8Tb+03ALjHieY4rntLHY6CzqSXwWBYsWLFsmXLYmNjX331Vf9VeCbbC89YJ+HV2El4h0SXg75Wo7No0SLv640bN6pUKgB49NFH09LSACA9Pf3hhx9+5JFHXC4Xy7LuvgMmk8lbVev+2uOPFWh2Jr2vKYpKSkpKSkqKjY19+OGHOY5jGAbPZHvhGesSeDV2Et4h0eWgrwU6/o9kAFCr1RRFxcTEeJfExMS42/VZlmVZVqfTFRUVeb/GxcXFOp3Om5d3OQs6k0eOHHnrrbeeeOKJzMxM95KoqChBEEwmk8FgwDPZXnjGOgOvxq6Cd0h0OehrTVdBCIIYMWLErl27vEv27Nmj0+n0er377bhx4/Lz8931sZIk5efnjx8/vmfKGt7i4+Nramr27NnjXXL48GGFQhEZGel+i2eyvfCMdRhejV0F75DoctD3x9GJjIx89dVX6+rqGhoatm/f/umnn951110DBgxwr42JiVm9enVtbS3HcRs3bty7d++DDz7o/ZIjL5VKVVlZuXXr1tra2sbGxr17965Zs2bBggXZ2dnuDfBMtheesQ7Dq7EL4R0S9XmEO1Tv2w4cOLBu3bqSkpK4uLj58+dfeeWV/ul1J06cWLt2bVFRUVpa2u23344DnF+My+Vav379zp076+vrY2Njp02bNn/+fJL0VQrimWwvPGMdhldjF8I7JOrbLotAByGEEEKXpz6eo4MQQgihyxkGOgghhBDqszDQQQghhFCfhYEOQgghhPosDHQQQggh1GdhoIMQQgihPgsDHYS6HtGMTCbLzs5+6KGH6uvrQ/5JQUHBAw88kJmZqVQqDQbDmDFjHn/88dra2m4uOUII9TE4jg5CXc8d2eTk5HiXGI3Gs2fP8jwfFxd3/Phxg8Hgv/3KlSv/9Kc/iaJIEMSAAQPMZnNlZSUAaDSarVu3Bg26X1BQsGzZssOHD5eVlSUlJY0bN+6ZZ55JT0/vnkNDCKHeBQMdhLoeQRADBw48deqU/8Kqqqp77rlny5YtCxcufOedd7zLN27ceO2117Is+8Ybb/z+97/X6XTujZ977rmVK1fGx8cfOnTIO+3iTz/9dOWVV/I8n5SUlJWVde7cudOnTyuVyl9++WXQoEHdeYwIIdQrYNMVQt0kLi5u7dq1BEH4z6Fot9vvu+8+kiT/+9//PvDAA+4ox73xO++8c8stt1RUVKxZs8a7/cKFC3mef/fdd0tKSrZu3VpYWLh8+XKbzbZ48eLuPh6EEOoNsEYHoa4XskbHLSEhobGx0Wazud9+8MEH99577y233PLxxx8333j37t0TJ0684oor9u3bBwC1tbUxMTFZWVknTpzwbiNJkl6vl8lkNTU1l+ZoEEKoF6N7ugAIXUaqqqoqKyszMzO9S7777jsAeOSRR0JuP378eI7jvG9NJtOdd96Zm5vrvw3P84Ig+G+GEELICwMdhLrJuXPn7r77bkmS8vLyvAsPHjwIABebEZogCJr2fUkzMjI+/PBD71tJkoxG4//7f//ParXecccdl6rcCCHUm2HTFUJdjyAIhmH8e0IZjcbq6moAiI+PP3r0qLfXlVKpVKvVHWh1eu6551588UV3E9i8efPWrFnjze9BCCHkhTU6CF0SHMcVFhb6L0lKSrrqqqtefPFF/77loiiSZEf6BDQ0NHgTfcrLy/fs2TNr1qzOFBghhPokrNFBqOu1kIwcJDExsby83Gw2q9XqkBsYjUae57VaLcuyQat4nq+srNy+fftf/vKXmpqaLVu2zJgxowtKjxBCfQh2L0eoJ7kHFTx58mTItTzPp6enR0dHl5WVNV9L03RSUtLdd9+9Zs0aSZLeeuutS1tWhBDqhTDQQagnzZw5EwBeeeWVkGv37NnT2NiYlJSUlpYGAGvWrLnhhhv8h+FxGzt2LAC4B1NGCCHkDwMdhHrSnXfeGRERsX79+m3btgWtkiTJPYDyzJkzCYIAALPZ/OWXX27YsCFoyyNHjgDAkCFDuqXICCHUm2Cgg1BP0mg0K1asAIDZs2e/+OKL3ik/a2pqFi1atG7duujo6Oeff969cN68eSRJrly5cufOnd49HD9+/L777gOA66+/vrtLjxBCYQ+TkRHqem1PRnb75z//+fjjj7u/jGlpaSzLnjlzRhAElUr15Zdf+qcYv/jii0899RQAZGVlxcXFVVZWFhQUAMBjjz12sfYvhBC6nGGgg1DXa2+gAwC//vrrG2+8sXPnzqqqKr1en5mZmZub+/DDD7uzc/xt2rTp7bffPnjwoMViSUlJycrKeuyxxyZOnNilR4AQQn0EBjoIIYQQ6rMwRwchhBBCfRYGOgghhBDqszDQQQghhFCfhYEOQgghhPosDHQQQggh1GdhoIMQQgihPuv/A4/SpnWGdtjpAAAAAElFTkSuQmCC" style="display: block; margin: auto;" /> --- ### Scores with pruning (clumping) ```r # SVD with clumping obj.svd2 <- snp_clumpedSVD(G, infos.chr = popres$map$chromosome, ncores = 11) ``` --- ```r plot(obj.svd2, type = "scores", scores = 3:4) + aes(color = Population) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- class: center, middle, inverse # Second example analysis: ## Polygenic risk scores of celiac disease --- ## Pre-analysis ### Quality control (and conversion) with PLINK ```r library(bigsnpr) library(ggplot2) plink <- "../../plink_linux_x86_64/plink" prefix <- "../Dubois2010_data/FinnuncorrNLITUK1UK3hap300" bedfileQC <- snp_plinkQC(plink.path = plink, prefix.in = prefix, geno = 0.05, mind = 0.05, maf = 0.05, hwe = 1e-10, autosome.only = TRUE) # ETC: 10 min rel <- snp_plinkIBDQC(plink, bedfileQC, ncores = 11, do.blind.QC = FALSE) ``` --- ### Investigate relatedness ```r MY_THEME <- bigstatsr:::MY_THEME MY_THEME(qplot(y = PI_HAT, data = rel)) + geom_hline(yintercept = 0.2) # visual inspection threshold ``` <img 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" style="display: block; margin: auto;" /> --- ### Remove related individuals ```r # remove 33 individuals bedfileQC2 <- snp_plinkRmSamples( plink, bedfile.in = bedfileQC, bedfile.out = sub("\\.bed$", "_norel.bed", bedfileQC), df.or.files = subset(rel, PI_HAT > 0.2) ) ``` ### Read celiac data ```r # Read the bed/bim/fam files once snp_readBed(bedfileQC2, "celiacQC") ``` ``` ## [1] "backingfiles/celiacQC.rds" ``` ```r # Then, just attach the data celiac <- snp_attach("backingfiles/celiacQC.rds") G <- celiac$genotypes # 15250 x 281122 (would take 32 Gb) ``` --- ### Missing values ```r # Get some counts by SNP counts <- big_counts(G) counts[, 1:10] ``` ``` ## [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] ## 0 420 1174 427 1121 167 295 356 2057 81 605 ## 1 4080 6086 4220 6009 2732 3570 3853 6880 2018 4640 ## 2 10723 7982 10601 8119 12350 11383 11029 6300 13148 10000 ## <NA> 27 8 2 1 1 2 12 13 3 5 ``` ```r # Proportion of missing values sum(counts[4, ]) / length(G) ``` ``` ## [1] 0.0004031312 ``` --- ### Imputation #### Using Beagle ```r # You can impute with Beagle (before reading) beagle <- "../../../beagle.21Jan17.6cc.jar" bedfileQC3 <- snp_beagleImpute(beagle.path = beagle, plink.path = plink, bedfile.in = bedfileQC2, memory.max = 30, ncores = 11) ``` Using `Beagle` to impute this dataset would take weeks! #### Using XGBoost<sup>1</sup> ```r infos <- snp_fastImpute(G, celiac$map$chromosome, ncores = 6) ``` took less than 6 hours to complete. .footnote[[1] A paper will come to compare with other methods.] --- ```r plot(subset(infos, pNA > 0.001), pch = 19, cex = 0.5) pvals <- c(0.01, 0.005, 0.002, 0.001); colvals <- 2:5 idc <- lapply(seq_along(pvals), function(i) { curve(pvals[i] / x, from = 0, lwd = 2, col = colvals[i], add = TRUE) }) legend("topright", legend = pvals, title = "p(NA & Error)", col = colvals, lty = 1, lwd = 2) ``` <img 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" style="display: block; margin: auto;" /> --- ### After imputation ```r big_counts(G, ind.col = 1:10) ``` ``` ## [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] ## 0 420 1174 427 1121 167 295 356 2057 81 605 ## 1 4080 6086 4220 6009 2732 3570 3853 6880 2018 4640 ## 2 10723 7982 10601 8119 12350 11383 11029 6300 13148 10000 ## <NA> 27 8 2 1 1 2 12 13 3 5 ``` #### Why are there still NAs? -- ```r # underlying `big.matrix` (without `code`) G2 <- attach.big.matrix(G) typeof(G2) ``` ``` ## [1] "raw" ``` ```r head(G2[, 1], 10) ``` ``` ## [1] 02 02 02 02 02 02 02 02 02 02 ``` --- ```r table(as.integer(G2[, 1])) ``` ``` ## ## 0 1 2 5 6 ## 420 4080 10723 19 8 ``` ```r str(bigsnpr:::CODE_IMPUTE_PRED) ``` ``` ## num [1:256] 0 1 2 NA 0 1 2 NA NA NA ... ``` ```r str(G, max.level = 2) ``` ``` ## Formal class 'BM.code.descriptor' [package "bigstatsr"] with 2 slots ## ..@ code : num [1:256] 0 1 2 NA NA NA NA NA NA NA ... ## ..@ description:List of 13 ``` -- ```r *G@code <- bigsnpr:::CODE_IMPUTE_PRED big_counts(G, ind.col = 1:10) ``` ``` ## [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] ## 0 420 1174 428 1121 167 295 356 2057 81 605 ## 1 4099 6091 4221 6010 2732 3570 3863 6886 2019 4642 ## 2 10731 7985 10601 8119 12351 11385 11031 6307 13150 10003 ## <NA> 0 0 0 0 0 0 0 0 0 0 ``` --- #### SVD with clumping ```r obj.svd <- snp_clumpedSVD(G, celiac$map$chromosome, ncores = 11) ``` #### Get information on population ```r # Get population from external files pop.files <- list.files(path = "../Dubois2010_data/", pattern = "cluster_*", full.names = TRUE) # data.table::fread(pop.files[1]) readLines(pop.files[1], n = 3) ``` ``` ## [1] "1\t131458\t5" "1\t131945\t5" "1\t191795\t5" ``` ```r pop <- snp_getSampleInfos(celiac, pop.files)[[1]] pop.names <- c("Netherlands", "Italy", "UK1", "UK2", "Finland") rle(pop.names[pop]) ``` ``` ## Run Length Encoding ## lengths: int [1:5] 6766 3331 2474 1640 1039 ## values : chr [1:5] "UK2" "UK1" "Finland" "Netherlands" ... ``` --- ```r (p <- plot(obj.svd, type = "scores", scores = 1:2) + aes(color = pop.names[pop]) + labs(color = "Population")) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- ### Interactive plot ```r plotly::ggplotly(p + aes(text = asPlotlyText(celiac$fam)), tooltip = "text") ```
--- ## GWAS ```r # ETC: 5 min y01 <- celiac$fam$affection - 1 gwas <- big_univLogReg(G, y01.train = y01, covar.train = obj.svd$u, ncores2 = 6) ``` --- ```r snp_qq(gwas) + xlim(1, NA) ``` ``` ## Warning: Removed 253010 rows containing missing values ## (geom_point). ``` <img 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" style="display: block; margin: auto;" /> --- ```r labels <- 1:22; labels[c(4, 6, 8, 10, 12, 14, 16:17, 19:21)] <- "" (p <- snp_manhattan(snp_gc(gwas), infos.chr = celiac$map$chromosome, infos.pos = celiac$map$physical.pos, labels = labels, npoints = 5e3)) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- ### Interactive Manhattan plot ```r ind <- attr(p, "subset") plotly::ggplotly(p + aes(text = asPlotlyText(celiac$map[ind, ])), tooltip = "text") ```
--- ## Statistical predictions ```r ind.train <- sort(sample(nrow(G), 10e3)) ind.test <- setdiff(rows_along(G), ind.train) # 5250 gwas.train <- big_univLogReg(G, y01.train = y01[ind.train], ind.train = ind.train, covar.train = obj.svd$u[ind.train, ], ncores2 = 6) ``` --- ### Polygenic Risk Score (PRS) #### Clumping ```r ind.keep <- snp_clumping(G, infos.chr = celiac$map$chromosome, ind.row = ind.train, S = abs(gwas.train$score), size = 500, # the default thr.r2 = 0.5 # the default ncores = 11) ``` #### Different values of thresholding ```r thrs <- seq(0, 400, 5) lpS <- -predict(gwas.train) nb.pred <- sapply(thrs, function(thr) sum(lpS[ind.keep] > thr)) prs <- snp_PRS(G, betas = gwas.train$estim, ind.test = ind.test, ind.keep = ind.keep, lpS = lpS, thr.list = thrs) aucs <- apply(prs, 2, AUC, target = y01[ind.test]) ``` --- ### AUC ~ #predictors ```r MY_THEME(qplot(nb.pred, aucs)) + scale_x_log10() ``` <img 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" style="display: block; margin: auto;" /> --- ### Logistic regression ```r # logistic regression with elastic-net regulization logistic <- big_spLogReg(G, y01.train = y01[ind.train], ind.train = ind.train, covar.train = obj.svd$u[ind.train, ], alpha = 0.5, dfmax = 20e3) ``` ```r pred.logistic <- predict(logistic, G, ind.row = ind.test, covar.row = obj.svd$u[ind.test, ]) aucs2 <- apply(pred.logistic, 2, AUC, target = y01[ind.test]) ``` ```r library(Matrix) nb.pred2 <- colSums(logistic$beta != 0) ``` --- ### AUC ~ #predictors ```r MY_THEME(qplot(nb.pred2, aucs2)) ``` <img 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" style="display: block; margin: auto;" /> --- ## In perspective - Comparison of PCA with or without pruning in different applications - Comparison of different statistical models of prediction in different cases of genetic architecture of disease. - Comparison of imputation with XGBoost and other methods --- class: center, middle, inverse # Thanks! ## Any questions? .footnote[Slides created via the R package [xaringan](https://github.com/yihui/xaringan).]